{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_portrait\", \"score\": 0.828125, \"detail\": {\"celebrities\": [{\"name\": \"Huang Bo\", \"confidence\": 0.9818562865257263, \"faceRectangle\": {\"left\": 146, \"top\": 12, \"width\": 241, \"height\": 241}}]}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"Black\", \"White\"], \"accentColor\": \"3E6966\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"man\", \"indoor\", \"looking\", \"wearing\", \"young\", \"shirt\", \"front\", \"glasses\", \"standing\", \"window\", \"smiling\", \"holding\", \"food\", \"hair\", \"boy\", \"woman\", \"table\", \"neck\", \"phone\", \"pizza\", \"sandwich\"], \"captions\": [{\"text\": \"Huang Bo looking at the camera\", \"confidence\": 0.9168048679225508}]}, \"requestId\": \"9d08c32d-eea0-4e2c-b956-ddcf416e8fed\", \"metadata\": {\"height\": 347, \"width\": 500, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://apilsl.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"60bd7e3a616a469eb6674385aa410401\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://l_shi_li.gitee.io/api-stores-things/hb.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.94921875, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'Brown', 'dominantColors': ['Brown', 'White'], 'accentColor': '7D514E', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'clothing', 'indoor', 'dress', 'standing', 'woman', 'posing', 'front', 'sitting', 'young', 'wearing', 'holding', 'bed', 'man', 'shirt', 'girl', 'table', 'head', 'wedding', 'room', 'phone'], 'captions': [{'text': 'a person posing for the camera', 'confidence': 0.9446967732402981}]}, 'requestId': '90a3f52d-68e6-452d-8aed-90ddc2227c8b', 'metadata': {'height': 889, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析本地图片\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"/Users/86132/Pictures/yangzi.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60bd7e3a616a469eb6674385aa410401\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 80-by-80\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成缩略图\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://api-computervvsion-cyl.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://l_shi_li.gitee.io/api-stores-things/hb.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60bd7e3a616a469eb6674385aa410401\"}\n",
    "params = {'width': '80', 'height': '80', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-23T16:23:35Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T16:23:35Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-23T16:23:35Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T16:23:36Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -20.6243,\n",
      "                \"width\": 534,\n",
      "                \"height\": 300,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            222,\n",
      "                            178,\n",
      "                            407,\n",
      "                            106,\n",
      "                            431,\n",
      "                            168,\n",
      "                            244,\n",
      "                            236\n",
      "                        ],\n",
      "                        \"text\": \"ABTRA\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    240,\n",
      "                                    181,\n",
      "                                    410,\n",
      "                                    107,\n",
      "                                    430,\n",
      "                                    172,\n",
      "                                    266,\n",
      "                                    229\n",
      "                                ],\n",
      "                                \"text\": \"ABTRA\",\n",
      "                                \"confidence\": 0.646\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取印刷体文本和手写文本\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "\n",
    "endpoint = \"https://apilsl.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"60bd7e3a616a469eb6674385aa410401\"\n",
    "text_recognition_url = endpoint + \"/vision/v3.1/read/analyze\"\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"http://l_shi_li.gitee.io/api-stores-things/xinsuan.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': '60bd7e3a616a469eb6674385aa410401'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WErwuWPW/PjvfmwUBZwsg74EGzSQDoBC419oUGbN+fv1TtNT2m1+1Xz8s/zOUnmrCyxW+s5BB0kfGElqxIWHUvxoWUAZsQjO+b0i5cbPwFVN+hYbPdvjwRs2SqCm4eDxQ5HWpmnFFqDEhVUAETvI3SShqncSqMwZnGyzfpBCw/rVA87WgkNqB42X/E/jGJDD5RxiDx6oxvSeCLcJMDKpXM29b+VeLPEFgd4BiIQxdz2Cx2+tlFJp42BDq1yUAmxOcbYM3xBZEtFQsNph1OOx1eexO6zRShYLlENHEYbxhLjgsjFOyR8PoIJEhhKL1cdz3Au2KbxJaEbEKzZLF7fstJQy8D0t2IX2EtXtJ0za0XVVwYHlgHg+adnLEN7WBq8PZBu74LqQNNROyqkJNmXaqpimUNugBcDoCRWCJdtCgUWVJiIgOnjQyhuAShJXxh9CIceC9FvkERCdY3BbaOxh0n3U9pr1QAb0m1HG1gOoFrHm9aSKoELD7s8Dv6AWiE2HijwMnks65MOUnEBn3pekXWs+atccoyBpZp8ARAuI6aYeGz+zV7GS9fjvpUoXi7dA3v/GuTqQKRRuh74TAs5YuFeI7a5vnJSe0gR2TCJFtQK23To1QYOVbwZUZ9dExQ7OLje+izer1B4tXwu3/CgdXa2cvLxVZl5uQBp37QlKGtQsUr4TbvwUXi+D0XrjsMx6xOaD7QM1VS7B87ZPq3vXlYm1C6Jzr28O2yCMU6JgGfe6Ec4VQcV6TNroN0L6jfz3OSG2iqjinSSP+eggpofSkJiXVqoHmnFaQUtPsDrwz8EyrUCCiLdz+JJzYCtWVkJQF6QPqzrFaKQlvAloPZ80YBcJufoletME57BGNcAIGDHByT9PNxRb+SiMKJ3XrJaGA17d1kJIDHbpp9qo6oaoqGovxaPlrKhsmVL29I74B3Qf7TB6DcBdbG+g9CYY+rBGXFYY/Al36WhjD+5XjaAud+8CI2XX3Y5Og54Q6DwxW+bxoZQ9/RLvXtR9kjwMlIvjA9gLdBsLI2ZCcDe07Q8/xYI8y51GB5J6QOVr7v/5yQyiw5/Omi8Mf/QoOr9bMPf2/hRTQtoP2PgfdD136+SQ231FG981UpNWh9XDWCCXIoFC0j2H1SErY9TFk9jNO1CDRNMkNYdWLgNQ8DvQaq5WvUufHR4c+aR/fDid2QOVFvfJGdgxtUmhwL1cAim/6DdJ+J+BtTDnCPDIEPkJo6L0odf21KSG+Sb08Dup8MDlDfEeJpR01UoVjW6DiIozyTRYSrdyGULQBijZpmvoOCdrkaqxJfe2wC+29nijQJKvyczDtl03XQt8gmj3y+fXgRkI+hv0Gh/FVRFP8Bs+ZM2eHlHJwQ+lajxgcRhitHLe8GNwSns/DCOOriDBnDSOMWwRhYg0jKKw8Yly3l4yvIIQQt1Qfb3kxOKxgCuOrgJuxHAtz1jDCuEVwy3NWHZ06HWw40XWgqqqKRYsWBdz/xje+gdvtvi6Rafny5ZSUlPCNb3zDdPazIdTW1vLpp5/idrt56KGHuJ5tN5fLxaefforLFeiiZPz48SQnJxv9CtY3vV6bzUZ5eTkxMTFIKbHZbLz77ruoFob1QggSExMZO3Zsk9vcGDgcDk6dOsXq1astnwshkFIaffR4PCG/nZQSKSUOh4OrV6/Spk0bpJTY7XbefvttI93NlOxaDbFKKTl79izjxo1rVPrCwkKWLVvGD37wA+PejBkz+PWvf21KFxMTw1tvvUVRURGgffTHHnvM+NA9e9a55MzLy+Ott8yRyiorK5k7dy6rVq3i+PHj1NTU4HQ6iYyMZOXKlfTo0YPx48cbrmHuuOMOzpwJEibDD9pxNw3Tp0/n+eefBzRinDdvHkuXLqWoqIhr164RFRVFu3btSElJoUePHthsNlJTU43+SCmNycfr9aL4meypqmoQrj6A9eeqqhIdHW2U4/F46NevH7t37w6YSKSUDBs2zEhb/5n+vxLCXFBPZ0VkLpcrqC8sIQSpqamMHDkSl8uF1+s1lRGsj0IIvF4vkZGRRjlut5s+ffqwf//+65osbwSthliPHTtG27ZtG52+uLiYzMxMpkyZwj//qcXImT9/PqNHj2b8+PFGutdff90gVIBRo0bRvXt3Fi1aZAzUYDh//jyzZs0KID6Px0NVVRVr165l7dq1lJWV0b9//+tWbOj5rl69yiOPPMKBAwdMzysqKqioqODUqVNs2bKF7Oxsg1gjIiLIz8/H4/GYCEXnKvv27eP8+fNUV1djt9tJTU2lZ8+e2Gw2XC6Xqc2KotC7d2927dplDHy9fVJKYmNjtfg3flAUBbfbbbiD6datm2UfFUWhoqKC8vJyunTpYhCVXr+iKNTW1tK5c2fOnj1rIqTIyEiGDx+O2+029dFm08yhCgsLOXnypEGkeh9VVTXVodeTm5vLvn37GvdxmhGthli3bdvG4MFmI5Dc3Fzy8/ONayEE+/fvx+VysXXrVgAGDBjAtm3buHz5MgDPPvssffv2JTExkaNHj/LHP9Y5ru7SpQujR48GoLy8nPLy8pBteuGFFwxCtdls9OzZk44dO6IoCuXl5Zw6dYqLFy9SUlIXUOqJJ54wnIYrioKqqvzhD38wnsfFxQX0MycnByklr7zyiolQx44dS69evYiMjGT9+vWcOXPGNHEIIRgwYAAxMTEBYrHD4WD58uWcP3/edL+kpITi4mKys7PJyMjAWy+SnN0eOKSklERFRVmK/BUVFaxcudLw25SRkRFA0Pq72LlzJ2fPnqVdu3ZMmjQJp9MZUGZ6ejpnz9Y5xBNC0L9/f8vJqKysjG3btnHx4kVTGSUlJRw7doz8/HyDu/rD6QxyZK+F0WqIFWDDhg2m66ysLB5//HHj+tNPPyUvL88060ZERHDvvffy97//HVVVuXLlCj/72c948cUX+clPfkJtba2Rbvr06cZsbIX6YpF/UKrvfe97jBo1igMHDpjSlZaWkpuba1zPmDHD4Gr1RWqA2NhYw+WnP5xOp6k+XTR2Op1s2rSJdu3aIaWkoqKC0tJSo709evSgpqYmQPxcvHgxFRXWEQTKysrYvHkzW7du5Rvf+IaJ0F0uF3FxcZSVlZnyDBs2zBA39bXfihUruHDhgul9BJMuPB4PV69qUQHKy8t5//33EULwyCOPGPULIUhPTze9B72P/m2UUqKqKp999llQsfvKlSu888472O12Hn744YA+tmvXrsHJurnRqrTBVkoTqFsLVVdXBxBUYmIit99+O/fee69xb926dcyYMYPCwkLj3pw5c+jdu3eDoqp/+f4z8pEjRwzx0R8ZGRmMHj3aKFdX1FgRaijU5wCnTp2isrISVVVNRBcbG0tqaipCCDp06EBtbW0Ax7Hb7Vy5csVSUaSnkVLi9XqZO3cuTqfTSCulZMiQIaZ25eTk0KVLF9OacMmSJQGE2lj4r3H1+nXU1taSnJxsrEGTkpKMCdcfpaWlCCFC9hG0SaJ+HVJK8vLymtzuG0WrItb6OHLkCP/4xz/4xz/+wd///nfWrl3Lhg0bOHJE83UrhKBHjx4MHDiQOXPmMHBgXTDmgwfrtMuTJk1i+vTpjBs3LuTgunjxIhEREcZ17969jd9LliwhLy+PJUuWsGzZMg4cOEBaWhp33323kUZVVSIiInjnnXeuq785OTnG7+3btzN8+HBmzpzJ+++/z+7du/2iDGhIT08P6I+uRNG5d2PW0W+//TYVFRXGwE9OTiYnJ8cgzr59+xoE43Q6ef/99ykrK2sWBY0Qgo8++si0Rh4xYoSx1uzUqZNlH1NSUkIqrOpj3rx52O12o4+dOnW64bY3Fa1KDK6P/fv3s3///oD7/fr1IysrCyklbdq0QVEUbDYbf/jDH5gyZYppzZSQkMBzzz1npG0Ily5dIjY2FiEE//Ef/8GsWbMMjl9VVWUKm/jRRx9xxx138Oyzz9KpUyciIiI4ceKEaeA1BU899RRffPGFIZ65XK6AAFdpaWlMnjyZ5OTkoCKgEIKMjAz27NljiJ6h2uT1etmwYQNTp041OHNCQoLxPDo6mqtXr6KqKlVV2sHx5tKkSimprKzEbrcbE0KHDh2MNvtPnv5wuVyMHTuWrVu3cu3atQbfudvtpra2Frvdbkg/Nxutmlgbg6SkJENJcfz48QDlRmlpKRcvXmT79u2mkIfBsGTJEh555BFDxf/hhx/y4osvsnr16gBxzOv1snz5cgoKCli8eDGbN28OUHY0BSkpKSxcuJAXX3yRzz//3NLZdnFxMa+//jrf+c53AhQn/nC73dx1110oikJJSQl79uzh4sWLpjz+A7yyspJ9+/ZRVFRkEKSOV199FafTyejRo1m7du119y8UPv74YyZMmMC2bds4efIkoEkqViKw3vakpCTuvvtuFEWhsLCQQ4cOUVNTY/TRf2kC2m5Bnz59LPt4M9CqiVVXsgTbsM/NzTUMAMrKyvjpT38aUIaqqjz22GM88cQTOByNOc2siUwPPfQQLpeL7Oxs/vKXv1BbW8v+/fvZt28fmzdvZu3atcagOHPmDG+//Tbt2gWJw9IEdO7cmd/+9rc899xzFBYWsn//fhYtWsTevXuNSammpoadO3eSmppKVlZWyPJUVaV9+/aMHj0am82G3W7n2rVrVFVVcfjwYc6cOWPoAg4cOBB0DehyuVi+fPkN9y8YKioqWLBgQYBIe+7cOdNeuD/0tKqqkpWVRXZ2NoqiGH08c+YMly5d4vTp00bsnlB9bGm0amLVoSsSZs+ebbpfW1trfLCf//znJs6Zl5dnbO+UlJSwdOlSpk6dSmPg9XpZt24dt99+u8GpIyIiGDRoEIMGDeKxxx5j6dKlfP/73zfy7Ny5kzEN+A1uCux2O3369KF///4kJyeza9cu/u///s94fuXKFUpLS4mIiLDUBvvDf1C7XC7sdjuxsbEMGjSIvLw8HA4HXq+XXbt2ceDAgesW45sD/vVKKblw4QIRERFBlY86/A099D52796dbt26GX0sLS3l2LFjX1ofW7WCqT5qampMf/ognD9/PitWrDDSDR8+nPz8fPr27Wvc2759O4cOHWpUPVJKjh8/zlNPPcWGDRssZ+L6BhzNEWbiT3/6EytWrLAcmPX3BvX6qqurm7z+0jWt+j5wTU0NHo+HwYMHG3u+X6WTK1a7AA3Bqo/t2rVj8ODB9O7d+0uZjFo1Z9W1wVbIz8+nU6dOFBcX87vf/c64n5yczB133GGkOXnypKFFXbRoEU8++WSDlkugfez169fz2WefkZCQwODBg0lLS6NNmzacOXOGJUuWmNJmZFjFDW0adu7cycsvv0xsbCyDBw8mKyuLmJgYduzYwbZt20xpdfF3/vz55OXlkZaWFpK7BoO/DbHL5SI3N5ecnBxWr17NpUuXvjQO64/58+fzzW9+k6qqqhvqo9frxev10qdPH3Jzc5k/f34LtDY4WjWxBtMGg2a5lJCQwNNPP20oCyIjI7nvvvsMKxz9+rXXXkNKybVr11i0aBGzZs1qsG7/QXr58mU+//zzoGm/+93vEh8fH/R5U6FbBa1cudLy+aBBg0yBmrdt20ZJSQkjR440JI7r5Yw6J5o0aRLz5s0LqcS6mXj99dfJyMgw+ng9RKtD7+OUKVOoqprTfI1sAK2aWEPh888/Z+XKlSYbz6effjpAJOzatSujR482TnMcPnyYbdu2mTb+g+GFF17g9OnTbN++naKiIkpLS7ly5QqKomghKPv1Y+bMmQwaNIj9+/dTUFBwQ5zo97//PZs2bWLr1q0cOXKEy5cvU1ZWhqqqtG3blpSUFPr16xegcJFScuzYMYqKisjJySE1NZWOHTuajN6bQry6ve8999zDRx99dN39aW7ofczNzaVfv34oimJwy+vpY4cOHbiZSuEGiVUI8RowFbgopcz13esAvA+kAseBGVLKMqH19s9APlAFPCal3NkyTQ9EXFwcR44cCVgj6trg9957z3imb5j/+Mc/NilQ3n///YByx4wZYxztqk9M/qdfdAghyMrKYtiwYbhcLh5++OEGN+AHDBgQVHFhVYcVUlJSuO+++7jvvjpP9zabzdKsz7+ter+EEBw4cICCggJycnLo3bu3cTTM36Tq7n6PAAAgAElEQVSvMRBCNGq5cDPgbzml24efP3+efv36ER8fT5s2bYwTR00h2qYcb2wONIazvgH8FXjT794zwBdSyueFEM/4rv8TmAJk+f6GAi/5/v9KQP9g+u8zZ840SlMI2tG1PXv2GAb/waAP0iFDhhjaZlVVOXToEDabjczMTEsRzO12M27cOL744ovr69x1okuXLmRmZrJq1SrTuzlw4IBpCZGcnExubq5hyqdzpMYcafuy0bVrV7p168b69euNNpWUlJjetdPpJDMzk86dO5OcnAxo3yTUsb2brURrkFillGuFEKn1bt8DjPH9ngusRiPWe4A3pfZGNgsh2gshOkkpzzVXg5sbly5dIiYmJuSLnz59Ok6nk/HjxxMZGckbb7wRNK2Uknvvvdd0fMxms7F7924A4+hVfSiKQseOHZk9e3aT7YKvF48//jjXrl1DSsm0adP4+OOPTf3wx4ULF0wncCIjI+nfvz/Z2dmmLTB/eL1eIiIighom3AzofbTZbMTHx/PJJ58Agf1zuVwUFhZSUFBg3OvcuTNdu3YN2cebietdZSfpBOj7P9F3vzNwyi/dad+9AAghviWE2C6E2P5lWIPoWL9+PatWrWLlypWsWrXK9EwIwbBhw3A6ncbsGuwkiv4hZ8+ebeLUdrudefPmGdfvvPNOUOMKIQQul4uJEyfeUJ8aC93MTlEUIiMjDQN/K9Qf3DU1NWzZsoW5c+cGHObWoa9dv0xUVVUZ0k2bNm3o3r17o/t49uxZo4/62dYvE829z2oZpMIqoZTyFSnlYCnl4BYJZd9IVFRUcOnSJeMP6givX79+dO/eHUVRDHFo6dKlluU4HA7uuusu0+BUVZUtW7aYBocQIujeK9QpLrKyslp0JhdCsHfvXtMafuTIkU06q6mvAdeuXWspKupa0y8LQgj27dtn6uOoUaNwOp2Nerf+69wdO3bcssR6QQjRCcD3v27Qehrwj0vfBTjLVwShZtT669m8vDz69etnUsA4HA5Le1shBMOHD6dDhw4mZVVERASHDx8OsKopKioyXIUEw9ChQ1vUuEBKyenTp01E5na7GTNmDA6Ho0n1ftniYSicOXPGso/NQXi3igXTIkCPc/8o8Inf/UeEhtuA8pu5XtU5oBX00yChoA+6+++/n7S0NJM4GxkZyeHDhwMGphCCPn36kJycbEofERHBunXrLAeyEMJwJROsHR6Ph5kzZ5omgOuBzWYLah1VUVFhOouqKArt27fnwQcfJCEhodHcp/6BftAmq+Li4ia3Pdj3s9vtTXLbo5dVVlZmkhb0Purnlxvbx9zc3IC0wU70tBQaJFYhxLvAJiBbCHFaCPE48DwwQQhxBJjguwZYAhwDjgKvAt9pkVZbt5OcnJygnvVUVbV84TocDgejR4/mkUcewW63BxzIPnHiBJs2bQrgdmPGjAk4lK6qKgcPHqS4uNiovz4uXrxIdXV1SE2jEILJkycbjsD8txX038J3iDyYRtvr9ZKdnW20u35bLl68aFpDK4qCx+Nh/PjxTJ061bTv7F+njuHDhxMVFWV676qqEhkZybp16xrkPv5ldurUKaQDgdzc3KD9CIX621aKouB0Onn00Ucb1ceRI0fSpk2bgG98+PDhRrehOdBqosjFx+9tcKbTuWt1dTWgfRid63g8HsPtSH3Y7XaThjY3N5devXoRFRUVVEuoE+Hp06e5ePGiyetEnz596Nq1K+3btw9aZ/12K4rCsWPHqKiooKCggB49epCSkkJ0dDTt2rULuTbURfzTp09z/vx5iouLjXo7dOjApEmTLIlK3592OByUl5dTWlpKWVmZsTfZsWPHAGsgnZh0d6sNja/evXuTkJBATEyM8T5C9cPr9XLy5EnKy8s5ceKE8S2DQQhBXFwcEydOtHzPeh+FEFy6dImamhqjj0lJSURGRgZMqnof3333XWP83YiT78ZGkWs1FkyRkZGNmsU9Ho+JqF0uV4OztT83k1Jy2223UVVVFdJsTTez6969O9nZ2RQWFhr5hw4dahi/N4ZD6PmysrKIjIykoKCA4cOHo6oqqqo2WI7et4yMDLp168apU6eMfpeUlFBaWkr79u0DDCT0/VSPx0NUVBQxMTGkpqYaPoys+m+z2Vi1alWD+9E6hg8fjsvlanQ/HA4HPXv2NFzP1NTUhPzuuihst9sty9f7CJqLHyGE0Ue3220p/dhsNlavXv3V22e9VdBYCUEf+P7XoV66qqps2LDBlK+2tjbkZrleLmDpCLy2tjbodkco+JelE5t/XQ3B5XJZbqVs3brVtF2kqqrhwkR/P/rE4A+9/zrnjoyMZMGCBZZKuGCora01LIEau37UzSAb+839lYf6tdPpNKQivV4riyT/PurneT/88EOqqqpuuoKp1RBrS7mHdDgcJr/BoCkWmmIIXr9tTc2vQx9kepnXM1isOEtpaakxeKurq/n0009p06YNEyZMMERs3ZrHP5+iKDgcDi5fvkxRUZHJb1Vjcb3vwm63N8n0saCggD59+lBbW8u1a9f49NNP6d+/P6mpqbRr1w632x2wl+rfx0uXLrFs2bKbbmJo6kdrWbOGEcaXiZuxZv1aHT4PI4xbGbe8GByOfB7G1wVhzhpGGLcIwsQaRhi3CMLEGkYYtwhu+TVrWBscxlcVza1PuaU561f5tEcYYTQ3bnnOqiM5ubDhRE2AzWajurqahQsXGvd0W1r/YMtNKW/ZsmVcu3aNadOmNeqcp24V9OabbwY80y1vsrOzycvLM3ljCGYDqxtVCCFMoSzXrFljBBPWLbVmzZrVIp4JIyIiePPNNwMsySZOnGgyebxe2O127HY758+f5+DBg5w4cSIgzb333tvo6AqNhZSSzZs3c/LkyRaT9loNsSqKwunTpxk3blyj0h86dIhly5bx1FNPGfdmzJjBr3/9a0Cz7Y2NjUVKydtvv21YMSmKwltvvRUQ0Li6upqPP/6YNWvWcPDgQcrKyrDZbCQnJ5Oenm4ylhdC8PHHH1uG66iPoUOHMmXKFON64cKF7NmzJyCdfiiha9euDB8+nNmzZxuRzp555hmTy5bG4NVXXw3qyvRG4B+j1R+6tdCNEqtuy5yYmEhycjIfffQRV69eNdUXHR3d7B4spJSkpaUZcXZaAq2GWCMiIppkfud0Opk6dSrr1q0znDXPnz+f0aNHM378eBRFoaamhuLiYpO54YQJE8jLyzMOBQghWLNmDT/72c8sjdeLioooKipi+fLlTJkyhdGjR+N2u5s9Cpn0+TU+ePAgBw8e5N133+Vb3/oWGRkZAdHLG1uew+EIeRpJT6fHh/E/CKATTX1TQo/Hw7hx40wREPT7DofD0ga5fn26jS6YD2JAncShmwXec889LF682IisF4xQpZTGAY9Q/pZ0juzvY0uvNzU11RTFvrlxSxOrP3G+8cYbpjCDoB1ly8/PN9JWVVVx5MgRpNSC8AJkZmaSmJhoRG979tln6du3L4mJiRw7dszkmrRz587k5eUZ8VMzMzMpLy/n+9//vklkzM3NZdiwYURHR3PhwgVWrlzJ+fPnjZM6H3zwAbt27TK1NT8/34iv6na7OXjwIF6v1xSsymoAPfHEE8TGxlJdXc3GjRvZsWMHoHH61157jR/+8IdkZmYaTuEGDhyIlJJ58+Zx6lSdu6ypU6eaRGld/I6JiWHChAmWrlB0ovzwww8DbGbtdjs5OTn079/fdDpHCC026tixY00+r3RPgzabjYceeshSBNfre//9941v36ZNG/Lz8wPOIOvwer1MmzaNuXPnIoQwxW4FjdPbbDaWLl1qxIzVowDWr7u0tJRly5YBkJaWxu23324i7NraWgYMGEBLMddbmljrQw+SrCMrK4vHH3/cOAw9d+5cOnbsaEoTERHBtGnT+Pvf/46qqly5coVnnnmGl19+mZ/85CemIMD33nuviSPu37+fv/zlL6YQgb/5zW9Mfnvtdjs9e/Y0IpHr6epPLCNHjmTatGmsW7eO8+fPc9tttwX0T0oZ0P4HHniALl26IKUWtPi5554ziLCyspKTJ0+SmZlJZmamkadDhw506tTJRKw/+9nPjIHoj8rKSjZs2GD4TfaHoigsXLgwgLD0Y2f79u1jz5493HbbbfTo0cPgRi6Xi65duwaUBxpxVVdXB3Utoztb11FdXc2CBQu48847iYuLsyRyl8tFXFwcZWVlJo8eTqeTY8eOBXj0CMbZ/Sek48ePU1xcTEZGhhEF3Z+jtwRuaW1wc2DixIk8/PDDPP7448a9DRs28MADD5gOjE+ZMiWAwHbs2GGK0zlr1iwToYL2gWfNmkXnzp3p1asXoBFddna2KZ2qqsyfP5/z588HFefHjh1rGRZSP1965syZACLQJwh/XLlyxRALdYSK5B3qgL1+XNAf48aNY+zYsYwZM4bY2Fi2bt3Km2++aRKpa2trGTFihGW5oY7YBVN6ffbZZ1y8eNHy3amqSlpaGnFxccbk63A4ePPNN1m3bh3QdH9Kevri4mJ2795t8t/VUmhVnLU+9MBUuocIPQp4YmKiEZipS5cu1NbW8uyzz7J06VJDQeB/3Gvy5MkMGDAg4EMcO3bMdH3//fdbtkPXwuqcJTs7OyDvwoULiY+PD6gjKyuLxETN02tKSkpQ8VB3IePPLQFiYmIC0usHx/2hn69tjsHWtWtXg8Ps27ePyspKhBCsWLGCO++8E1VVURSFbt26sWHDhhuuT8fFixeJi4uzPAbocDhIT083+qf7S77RPquqSmFhIXl5eQHr2OZGqybWYIGp+vXrZxCrfvhZURSmT5/O3/72N9N6JT4+nt/97nfs27cvgMDq+xDWOWd9qKrKgw8+yMaNGzlx4gRDhgwxiEuHvtasj6ioKBITE4OeX/3ggw9o3749mzdvpqioyESs0dHRQcXN+oPK7XYzaNCgZnG5qcc49ScEKSXl5eWsXLmS0aNHAwTdPrne+kNx5OTkZGpqaoiMjMTr9fLee+/dUF3+EELw+eefM3bs2GZXHPqjVRNrMOjbBFlZWSbvCyUlJQGKhfLycl566SVSUlIaLPejjz7igQcesFzzuFwuhg4dyqBBg5q8rhFC0LdvX0vvEi+//LJlHqfTaYqIVx/1B2lkZCQJCQk3dKBdCEFERISldwy9znPnzlFYWMilS5c4e7Z5vdR26tQpaL0XLlxg8+bNAEEnsOuFXv6GDRs4e/YsI0c2a/EGWjWxTp8+neeff97YhlixYgUOh4OIiAgSExNJTU01vAOUlZVZ7kV6PB4WLFjAt7/97QCPD7GxsaZo6SdPnmTfvn306tUrQDOpu0bxdxPij3vuuYcBAwZY9kNKSXp6eoMiltPppH379mRkZDB06FDat28fMr0/dO14UyClpEuXLgghsNlsxMbG0q9fP2NLKxjh7927t8l1hYIQmoPy1NRUy20ZIYTJE+Hp06ebtX7/csNr1huEEAK3282ECROMa92Xj04AP/3pT7l69aqRJy8vj61btwIax122bBlTp041lZuenm7ag925cyfJycn079+/wU33plrQ6HuQ9bFixQratWvHZ5991qTy6uN61m6qqhqBp/UyGhMTprlET70s3SAh2JrRbrdTWlrarPVboaW9rnxttME6wbrdbsNxmP5h58+fb9q2GD58OPn5+fTt29e4t337dg4dOmQqc8CAASbP+tu2bWPPnj3Ghr//x9u7d6+xl6goSkAk8oYQykH55cuXb1ixcb0DTX+n+nttaXvtmJgYIiMjiYuLIzk5mQkTJjB79uygoreqqsYe+q2OVs1ZdW2wDv+N8Pz8fFJSUiguLub555830iQnJxvcIj8/n5MnT3LlyhUAFi1axJNPPmnEHY2KiuLuu+/mgw8+MGb4hQsXsnXrViZPnky7du24fPky27dvp6CggO9973uMGzcOj8dDjx49TG09evQowQJ0jRgxImQ/v0w/WnoUBH376EYiijcEIbQwJfqSQoeVDkBvk9frtdw/vhXRqok1mDYYoFu3bnTs2JGnn37aIBK73W5SykRGRnLffffx2muvGeZ8ixYtYtasWUY5vXv35sEHH+STTz4xyjlz5oxpkqgPRVECQlocOHCAAwcOWKZviFi/rNNHNpuN999/3/Bwn5mZSa9evVp88vC3QNKv/e87nU6uXLlCQUEBR48ebdG23Ey0amINhe3bt1NYWMi+ffuMexMnTgywEOratSujR482LGcOHz7Mtm3bGDJkiJEmOzubH/zgB+zZs4cjR45QUVHBlStXsNvtJCUlkZ6ezoQJE67rtI6OUARws2Ou+ENfm9fW1rJr166g21ctCZvNZhwCUFWV48ePs2HDhhY5NfRlolURa1xcHMXFxQHxUvzNDXUIocXGeeqpp4zZ2OooGmha5TFjxoRUwkRERJCXl8d//dd/0b59e0Mc1CMA1B849913H9OnTw9oVzDo68Hnn3/eJLZLKfF4PE3mZt/85jeblL6xWLx4MVOnTm2wPXa73RBTGwspJRs3bjRZX+k23/6icHMZd3zV0KqItSmQUlJYWEjfvn0NM7j60A3fMzMzsdlsnDt3LiDgsj9ycnIMQlVVFafTyXvvvUd6ejpDhgwJEFd1c71Zs2aZAi5bteP48eNGrNj6z240vq2/ddWNDvLKykocDgc1NTVBj8J17NjRONlUXl7O4sWLG13+1atXTcYoVu1tjYQKX2NiBc3E7uDBg3g8HkvLk6SkJEMRpEcHD4YZM2YY3AK09a6+CV9UVESfPn2Ijo4OavQ+ZsyYACN1HVJKdu/eTXp6uuVxNY/HQ2RkZIAJYUPQDxRMmDABh8NBYWGhsV11I/AP0lxdXR1APJMnTzZsimNjY422NIXIWitBhsLXmlhB2xutDyEE7du3Z9SoUYbSQlEUjhw5YjmonE4nERERuFwug6seP37c2OoRQrBlyxbTnqQ/FEUxhXW0Gog1NTXY7XbLfUyv10vXrl05evRokwf8kCFDjLO7PXv2pLS09IaVMrt37w76bMSIEdTW1hpaZP2s7deR+JqKr80+a2MhhCApKYn8/HwjFKCqqmzZsiUoMcyaNct00NrpdLJmzRrTxv25c+eYN29e0P3S2tpaHnroIeLj4y21u0IIiouLLZVJiqIwfPjwAC1pKCiKQu/evYmJicHr9RoKmqNHjza7dlkvb+zYsXTu3Nl4Tw6Hw9h7tkofhhlhYsUcSW7kyJGMHTvWJG5GRkZy6NAh0yDSB9zDDz9sEj8VRTE8T1gR9saNGy3v65PC5MmTadu2reVB73Xr1rFz507L9XVtbS133XWX5SFxq75mZWXRr18/ox+qqrJt2zZLzu4v3tdvU6iAYHo7MjMzmTlzJomJiSZzS3+rIn+EKrMlDeV1BNsrvhl1h0KrIVYhBMnJySZvBzoURcHlcpGcnGw5kOPi4ujfvz+PPvpogMG+qqrs378/YBAPGTKERx55JMC4XhdVrSClpKioKOhHVxTF8GwQ7Hzp/v37qampCSBYXdE0Y8YMunTpYtzzn4hAM3afOnWqyQ5ZVVWqq6spKCiwVAgNHDjQsi0ej4f+/ftbPhNCkJ6ezuzZsxk4cKCxlNDfg+6dwQqhHKfpni5aAlJK2rZta2lkoY+vjIyML43zt5o1a2RkZEjjASklt99+O9u3bzeMF9q2bUvHjh3JyMjAbrdbBgdWFCVA/M3JyaFnz56W60ePx0NycjIXLlywHFS69VMo6H6Kli5dSklJiUkpJYRg9erV3HXXXQHKKkVRcLvdjB07li+++IIzZ86YnqemphrrcD2vrrVesmRJwITkcDi4/fbbSUxMtNxiURSFHj16UFZWhsvlora2ljZt2hAXF0eHDh1ISUkx1vH+0M8X1ycKm83GoEGDgtpV65rkpKQkLly40OB7bCpSUlIYNGhQUJ9TXq+XIUOGcPbs2QYjrrcEbmli9X+h06dPD+nYS5/Z/bdQ9IGpn7+0En+EEJSXlxsD+fHHH+fq1atB7WBVVWXMmDHYbDYiIyMNS6ZJkybRuXNnqqurG3RDqrsHueOOO7DZbKiqyrvvvmu0uaKiggULFjBz5kxji8Q/r9vtZtSoUSaRWI+xWp9ALl++zIYNGwztrN7Pxx57zIhIHmov1Ov1GpzT/53q7bB6R5GRkQHSSn5+Pu3bt29w39Xr9TJ27FjD5egbb7wRMn1jMHPmTMM5nN52K+jvZ/r06Qgh2LZtm+k0T0vjliZWf+gE0JCIVH9gN5Rn5cqVpjz6AGyoHo/HY+IQ+nVTRTjdS6A/pJRUV1cbTuLy8/ONsv3PllpxKN1+1263G17/rNqkBxfW6wsFq3caLJ+UkoMHDwYctvd6vUHdlFrhegxBgqH+pNJQuf620DcTrYZYm9sPLGjrT13c0j+mfsKkIUgpTZxaJ9braWcoblNSUsKbb75Ju3btGDp0KHFxcURGRhoDSm+7EILq6mr279/PyZMnuXr1akjCcLvdLWKu53A42LJlS8D9+pNbY9BcxBJMAgiFL4NYw5HPwwijhdDYWDfhyOdhhNHKcMuLweHI52F8XRDmrGGEcYsgTKxhhHGLIEysYYQRgK+mbfItu2YNa4HD+CqjJXQpYc4aRhi3CG5ZzqqjSTOYEBDXBYYFcWkiJVw6BNs+AJqw/zz1v0C2oOhkE/Dpb0Btgif/Ln1gyL3gklq/FEGD4p2UgARFASFh1ctQqTsxt3ofAtrEwrgf+vI2ElKFCBss/FXj89zzS/CoNElEVQT883nwWBys6DMVMgaB29fukEYRElQJkQpUXIE27bVrp4CCVXB4vdYnWlbiu+WJtT7mzZsXYK/55JNPkpSUpF107cuOj19l8W+aboTxox/9yBTFraqqip07d3L0s/FcKjpAdUUZ9ohIYhJS6Np3OP3veozUgbdblvXH/C5UXjQb2j/53j6SMnMD0n76myfZvsAcJmP69On069fPdO/MmTNs2bqVU6fPUOlzWB4ZE0fbuI50TM8hOasfg+9/gsjowEh0gG/ACm0gAoz5Nnz2W1AbYckkjH8aAQGNNv4REJMAXr/2NQbBJg8hIDoBsgZBrQqiMcKl0Ai/RoU27bS2C18fOmbAobWNa9MNolURa2VlpaWXg127djF58mTtA6YPhh3BPRk0FgcOHGDRokUBx+FcHjcl1w5RcuIQuxe/Ts+x05n2y9eDE4gfNr3zR6b94h+mAVRVXsqez6wduflj585dLF68KMB88GrtOa5ePseFI3vZv/RdskZMITKrL+in9Lw+zus/aHUuI4G7fg5uFyz5XfDKnb60bkmjiEko4FYh4zY4ttXgStaQ0PdOLU2jCAtNKnDgW+T5t0dA23gY+x1wYS5Plz7qU4SKxtGFokkc/l30qNCxW+Pa1AxokFiFEF2BN4FktKa/IqX8sxCiA/A+kAocB2ZIKcuEZmT5ZyAfqAIek1IG+k5pAezZs8fSXnPv3r2MnzABe6ee4JJ0yR3KhB+8YEpzdNPnFG+t81owZEge7dubCUz3wVRQUMAHH3xg3BeKQq+x95Lcoz/VlWUUrlzAlbPHATi4aiHvHt/L7HcLsNscIcWtff98m/H3zCR6yGRNfBWC7R++hLvG2vm3jmvXrrHkn0sMQo1N6kKvO+4jukMS7poqLh8/SPH2lVSXl8KRNXBqFVRdAQTEJkKnXtB7tFFnHYSPozng7l/Aoufq1Syhuhw+8omzUXEw4ftanoagCOg5Doo2N5w2sTs01mzYBix5Adz1jrAJoRHkxO9qhOoPqcLVy7DhH+BxBeZLvw36Tgx8P0Jo7YqOh6ulNGnpdB1oDGf1AD+WUu4UQsQAO4QQy4HHgC+klM8LIZ4BngH+E5gCZPn+hgIv+f5vcezatcv4HR8fT0lJCaCJq4cOHiTn7l+AgKTMPiRl9jHlram8YiLW3NwcuqemBcz6tbW1fPrpp8a1sNn4xl8+J2OozyewDe4YkM07//tbjh8/DsCJ4iK2L3iJ22Y8hRXnEYoNqXrxejxse+v3jD29BfKfweOGrfP/atQjgxjWnzhxAo+fEfzjr22iXVKXugSqivfSEU68/1tirp0FtY3vgYSKi9q69NBqmPw02NoETihCgFeF8d+HFX+xbAOgEe7ZQ5CY1QguKMDR0PATENOx8YQqVShcE0hwoBFq7mRNlPU/CilVKD0Bm97CktikhGNboGgTjHkC4pL82iO0/H3yfflbFg3KFVLKczpnlFJWAoVAZ+AeQHd4OxeY5vt9D/Cm1LAZaC+ECB5Wu5lw4sQJgzhB8/cTHx9vXO/atQucdhq95rE5LMWzgoICU5iLPpMeqiNUVYXyCzgqzzJ58hRTvm3z/xa0qq7ZfWjrO5S+bdtW3B4vbHyLfcve5WqJ5lCs5+hp1pmFQEabI7KfO+gnyKgqOBVs2z8gPSOTqDaRmAelrBMxN7+jcTyr9Z5QICYuaB8MlJ5oOI0OD9oaMNg3EQI6Bk6YIXEtCIezR0ByTwvJRkDRxtAKJv39rH8dzh3T3ql/GzvcHFG4SVs3QohUYACwBUiSUp4DjaCBRF+yzoB/+O3Tvnv1y/qWEGK7EGJ7sBgvTYG/l0Kn00l2djZ9+tRxz6KiY5Sf0qKaa+sTwBvCdWf2GMvbOrfUkTthhvZDATzXYLWmCEpOTjJ59y85cZjKy+cty7Q5nIaH/6qqKvbu2Q3l59j0yi+0ou0Ohs58KjCjT7RLnvZD02B778f38P/dncYHP32QdXN/R/Gr/47X6w496KUK5efh5E5Ny2kFl9TWe6Fg4moSXFXau7GaAKSqrUct4eNavSbUI6RQMraA6goCiFUo0H0gxLSzJkpXdWAeq7Z6XLD5LSj1J9jGSAjNg0YTqxAiGlgA/FBKWREqqcW9gDchpXxFSjlYSjn4Rp1U19bWUlBQYFz37NkTh8NhIlYpVXZ/6lPUOARcOAJH1gUfwAldofe4gI9bWVlpumSRy8IAACAASURBVG6fkqZ9uOPbYNn/mJ/Vi496teRc0D4MGZJneD7cvHkzR48c5uJZbc7LmTiDmMSA+U4jgN7jiE/OYOiD3zc9unL2OAeWv88XL/6cuS/+if9+4QXWr18f+gymVGHPYijaZv1ehIDYjg1wIb9PLQEEuGp8W0f1y1MgJUtLGCA2+8qx2zANqYLlTTcwkip06m2tgRYCxvyrT8kmGhDffW3a/A7IWi2PlODyQvqQxivArhONKl0I4UAj1HeklB/5bl/QxVvf/3pcvdOAf2jpLkDzhriuh3379pkOLuuhGuPj400O0HYvfh2pqnC1HHYsgKMbwRHkFXhU6DGy4f1D1QNtFNi75IY+Vtu2bY2tmEuXLrFo0SLj2bAhg8FmwS269tXaqChM/vc/cfd//YOkHubtHB3V1dWsWLHC0vVnAPb9E2wh3ku/uxrVJwDsDihcpmlnLcsDItpaTw5ZI317q2jPHcCZgubX43iAab+EvIc1UdkEYT05/fMPECXAUwPb34NjQSa4ZkSDo8un3f0HUCil9Gcdi4BHfb8fBT7xu/+I0HAbUK6Lyy0Ff8VS27ZtSU9PN679uWvZmWMc374Kzu6z3ihvBGJiYkzXV5a+COd9kbTrfSw9VKSO6PjQS/dhw4YZv/UQEd27dydFlMOZg/VSS0jKNq6EEAy85194ct5ufvz5OWa+8BEjZj5JQoJ5Pbt169bQHiB0rWlQr5sC4rqB0ki3nFLCpePgUrGkMlWF+O7WeRMzzfWqmJVDjYbQvncojuxWoVMGDH0A8mb51reK1mZ9whaKmXC3LILVL8LFo9wMe+LGCNsjgNnAPiGEvkH5M+B5YL4Q4nHgJPCA79kStG2bo2hbN0HMhZoHFy9eNHnxu3btGs89V3+LoQ47P32dtLws7UIIOLwR0m4LTKjvBeZM1EQv3wdLTU1lz549RrL9O7fRIzUwvOOFCxe4dOmScR3fvQcxCckh+5KQkEBWVhZHjhwx7hkEXLjCnFhKSOmt7W3Wm/ljEpLpNeYeesW6GN8riXnvvGOU6Xa7uXbtmhG2IiiC0bMQ0D5es5A6tbdhbiIlVJXBwS8gO3BZAQJyJsOl4rrtFqFA+lDzlo1TwKENmqKoqRACTu3UiDFoGkXjsKAZOnTM0KQLfW4oOQtnD0DpSSjzTc6n9/qtXVve40pjtMHrpZRCStlXStnf97dESlkipRwnpczy/V/qSy+llN+VUmZIKftIKbe3ZAeswl+EQuEXH9U55ZZSI0S7bwatD6FAj2EmUbh3796mQFD79u2luLjYlM3tdvP555+b7g2Z0YBixofhw4cbvzt06FAXdNlKHLcBSE7v38oXf/s5V875aWJtClw4gkDze2R0SYiQMXuMesrOBidEFeg2sGkmhkc3+t5zPQgBbWO0SdEwxlCh5/g6QpUSrlyGwpVNq1OHVDXx+dSBxomqQtH+VDQC9gCxnbR94eH/oonMd/7ct0UVRExuAdzSFkxut2bwoKNt27akpqbWJVBs0KkXVWWXKN62EgBPbTX79u0zxVel5lrwF+4G2iVD+QVAEhERwdSpU01e999880169epFcnIyNTU1FBQUmETgbt26MXjGk43qU1paGg899BCqqtKhQ4fQkcRVAEHttQrWvfYb1r32G5KzB9AldygxyZ1R96/g9OnTFBUVGVlSU1NDerwHtHdRUwmxQSQBFWgTR5O5icfrEy3rvWu3hO79YfcndffsSp3lEMCeRT5Cu04OJgRs/xDu/WWgUURj8+vt9qC1a9ADYBdQtB32L7m+djUBtzSxbtyIac/ztttuY9SoUdqFUKD7AMjJx1Vbwx8np1B7VYvruWvXrjpiFYq25ghGE6oKnftoxgO+Wb13797cf//9LF682PC3W1BQYNJI6+jZsyfTpk3D7nBqYnUjkJ2d3XAiu9NSu3n+0C7OH9oV+ACIiopiypQpls8CYGVY4A/R1FASAirOQ2yKxfJO+mmLhWYRZNgCoxFE6SluaF2oc+RzxyCue+PX3EHh46geFXoMgUMrwX19epDG4pYm1iV+k5miKHWhHIRvj67vVFDBGRlFn8kPsf1DbQ/07NmznC8pIznZp/A5sBSCeVhXFOgx3LdlUGcwkJubS3p6Ojt27ODo0aNcunTJiPQWExND165d6devH2lpaS3TeZvTsFPtPvB2HnnpC47vWM2pPRuouHCaa2UXqb1ajtPpJD4+nszMTIYOHUrbtm0bV35zazaFgL2fwiiLAxRC0fZw47trRNlvqp8tsKyblJpD3Nz0FvSeBD1u0ybPphwOsIJQNE5913/WmV22EG5pYv3974MckZMSotqZJKapz7zE1GdeCvpdxk2EcT/8o/VDD9C+E1wxK7WjoqIYNWpUHTdvAn68xE+DfHqPNpBDID4+njlz5tTdcLTR+qKC3eEkfcgdpA/xCylpBz6+zsEj8VkWBYEC1JQHf25ZptSMLhwENx/sM1XTrvorllQJR9doRNFcbnMLl2l/Q2ZBQqpm2eb2HQ8MtlXTEGpVGDYbmNM8bbTALU2sQSEUGPqw9qHrv/jr+d5SwpAHYdXfrnvLp9nhrtaIRg1y0uWGxrWEth2sywWt3pLjPgJqIge+fMYnClvYH8clQGSMmZgdChzWj6DdCAfUlVd+WzFb52G8qMQsyByhrdPbOMEj6jS9jdk/Fwokp4N1YLxmQesk1rwHoV3HOlW8lFpPraxo6sNq1hcComIh7yHY+EbztfNGEWoMeXSx8mTTOJJOgNGxde8voGzg1O7r4HRCs5C6/QnMZ818cAO3/5vfM6n1ozmQkAbJvSBjMKz4m3bKxn9Gu3QULtZtmeGI1E7btO+ibflI6sTmYJy3hR30t05iTcw0DzS7gBO7DI1uUDijIGu09TMPkBBk8/7LgheCchspoX2KTzHTlAGvGwAEeyw1RVHF9URxk1o+Gz6NqkWSiGgMrxtSQtlJDMK9LgjNm8WI2SAk1Hqh1x2wfX698wyyLr0Q4K7RTiKBRujZd0BSF63dwaSZMLH+/+ydeXhV1bm437XPkISQEMgchhDmMEkYwjyEhBlBVASsYhGtVr1Wua3V2lu1/rS39VattaVOt+LIIHAVRQVBQOZ5HkIkEIYwJCEDJDnj+v1xsrdnnyE5CUE4eN7nyZOzp7XX2nt9e631rW99Xz0xN8FlBC5/UDSdPgy7P6u7OyOdrnWdPsdU0lWJzE1cxunXGiGgYDek9fLfG+g4zLW0qz5ICS1a1yzO9nlj1zTKlaB6WvB5f3V/jb3wnmVXdi91za0ALNKlBU7qAuHRvo3+3S2WVIqPu9a6gitPE5/+we75R+TGc5g28G79WNWg/DB/J521/wEU5vk3YndK6H/nj1OOupDSpZQqK/bdHRUCNOOHQCuVcCmW+v8Mvy2ZCZeiqKGaWaFA3nf+bYVVpHSd42/JW30pK/7BKEMCYx/D9wICP3lx/73iFd/lv8rSdOMJa/MktwcpXS/G7reZ8GbXp/7tT4WAWB+rX64VTgese9PlUM0XNglD76uHYEnI/g8whPm+Rkr47t+6KSwvfCmOdGk44fAaKCuqfcxrUuDsMbzfWwM+EkLAvi/0l1qlywlbqx6BCayGBIefOeir3NDeOMIqBCR1/sFbHbgEtfSM20YAWC7VYsSOK/2E9o1rYqYYaVDrIYTrQ+Qvv0JAXEvoPLzuCimEy+7WYPAvRGYBxfVQWAl8Gx9IJ5zNpdYyC+D0Pu/nXJchv8/7SSg+CeVuvRAhXP6net9SM6dbz96HV+9ZwuXaVo5eOTeGsKpzcAOnezx0CUfX19/apjZFgRAw6C7X/QKyghEQ3rQWZZBwKYIaZPNao+j46lX/b9IqocNQVwviaw5RNf8zRcDNT+othzyyyao3/JTBjcRO+ovMNRnzFLLDq/0vw5NOOJPrGpO7D0mE4vLK4He6qEYD7uvD5LS7WlcdwqVtnvIMNEv5YZ9fzxU1Rhq+FuALARve9ZOvxuHGENZeU1zG1Z6KFqFA5h0ubWCgGM11d2ds0uWvKKVbAAlKyH7U95wvuPY1jXXN8zUI6bLj3fUZ4PQWetVCp+ckV55j01xzmeD62LTpBUPug7G/9q2oktKV7u7PoOI8tbaGTeMguZNeWKwSek12WVy556k296ZCgb2eggWYwuCm8f57CUKBLsPB7MNKSyhQlO/tBUN1ejZ4Nkx42jWf7qu+GMNg4D2ueubweAZOJ5Sfca0uuooEpzbY/WXd8oxr/svfnKATGPkfrnGdgqt1KHebwhGKy4g882bXS7PLur3zCeFyLHbTZOg7GfZ+Dfnbf+hONW8Nw36O5lvW7kdQVSTQb0ZNRZKuyvDZ84E8iZrra6ygbNXQZwo4Dd4tmVDAEA7973LNN6sLjRw1rZTT11SEE5zVsH2xSyPq1aLVTIuMq3HybcP72QkBLXtC65tcta28GFb9w5WfY5uhTaZ3Xk24NLXqnO/Umg+xI4B34wByHqtxRSrg0z+7Foireb9UBuZoP2Nrg2vaL/sxbwWYveZ52NFf63SC4oB1b9WRsSsn+FtWW4D+ZO3OWhZA45qqsDoDnytTXYBYnD84xVaR0pWWxVm3oLqn535NfZFOOHsIvnvH5Tnen0Zb1Wrbna7Kry4H88TpdKWz5g0oOla7pZJFuvLtt2w1y810ZZNwLs+HAkpC5eUfygRgwfWe6zOPaXG6rnN/30K4Wlf3fbqeiPhhSGV16v+cPjTHToerm7/xg3oqqRpGcLasOmrRTHqeV+dht8n4gG8vfCss3Q3EA05P1K5pDYTy8y6D8v53uSxvrM6a/LhVJn/G606na3rDAORuhwNf+j7PK9sCUGpkoDalkduzkhIufO/yh2XzEJ79y/XPoSHvRijeWZcSDqyAVr1c2TQCx3ZCuz6uj4jmh6mWcasaYsSswN7Vrt6Br7nZq0DwC6u9Fg+FvvDpZc/heln1TQtcX3/PGDTSWZNWQzTGV/ria67d8qHrd2of13g4ubNLCN0dG9TIGOBquU5sg4MrPLSjdeRFSrduZl3lld621SWFenekpjDXQnF37HawB+o82O1evhSA1ipXBAG7dK1jPrzaNT5uEgMZU1zKPrPB9ZzUoqvPyQlYbHDwKyjYdeUf1noiPMMtXAtSUlLkAw/UL/ZMKORjiOuZ+gRMe/bZZ3dIKfvWdV7wj1lDhPiJELTd4KsRrDZEiOuZUMsaIkSQEBLWECGChJCwhggRJATlmPWnqAmua4z+U3wm1zuNrVcJtawhQgQJQdmyqvj7cuXk5JCcnIzd7jJWkFKiKApLly6lyo/L0XHjxhEfH4/VakV4mMA5nU7OnTvHmjVrEEKQkZFB9+7dcTgcWlQ2IQRGo5HKykp27drF4MGDkVJqeVCRUmI2mxFC4HQ6sdvtuM91G41Gzp8/z4oVK4D6t5ipqcd8lsH9vgAOhwObzaZzIr58+XLKysoQQpCVlUWrVq38pmUymXj/fd8BhO+66y7sdrvXdWr5TCYTK1asYMiQIZjNZl1QMRVFUTAYDEgpsVqtWj7Vd3nw4EF273ZFc5k+fbp2LymlFo3PVx5MJpNWJiklBoOBxYsX06tXLzp06OA33waDAUVRqK6uZuHChdx7773Y7XZd3p1OJwaDgdOnO3ld3xgEtbB68tFHH5Gbm6tz2bls2TI6deqEw+GgTZs25ObmIqVk6dKlupg1f//735k7dy69evXShOfUqVNkZ2dr50yaNIk+ffpw5MgRLl++zEsvvaQL3yGEwGAwYDabiYmJoX379owcOZJJkybRtCZYsqIonDx5kosXL5KUlER0dDRGo1G7p91uJykpieTkZM6e9R3PtTbWr19P69atycrKCuj8w4cPI4Rg8eLF/O53v9P2P/PMM/Tr14+PPvoIh8Ohq8BFRUVkZWXpKmqzZs14/PHHAVfFXrhwoS49d8xmM02bNqVTp05Mnz5dczy+ZMkSnnrqqXqXedWqVXz33Xfa9qxZs7jvvvtISEjQhbh8+eWXeeONN7Tt6dOn8+yzz5KcnMzBgwcxmUykpqZ6CayUkuLiYnbt2oXV6lp4/vnnn5OWlkb79u21dxceHs6lS5fqnf9AuWG6wRUVFeTl5Xnt/+STTwCXkPTr1w9/FlvFxcW88847lJeX+z0nLS0NKSWXL18mLy9PF2kd0FrSyspKzpw5w3fffcdzzz3HiBEjWL58OVJKSktL+fbbb9mzZw9fffUVCxcu5LPPPtNaAyEENpuN7OxswsLqH4Tp+PHjbNy4MeDzi4qKdC2uO9u3b2fTpk1e4TY++OADn62hEIKUlBQsFovP9FSsVislJSVs3ryZxx57jLfeeqvW8+vit7/9LW3atNG2582bxyeffKLr1Rw4cIB33vkhgFhycjK/+c1vEEIwYMAAysvLWb9+PR988AGAVx0wGo2cPXuWixddy+CKiopwOBxaHCGTycS8efNYvHhxg8tRFzdMy7pnzx6fgYI/++wzfv3rX2M2m3E6nURERPjtCq9bt47CwkLat2/PiRMnvAIn2+12Bg0axKZNm3zea9SoUUgpuXTpEidOnKCw0OUUvKKigscff5zS0lKtFXGvDJcvX+abb75h+PDhum7qLbfcQmHhk/V6Dr663j169CAlJUXXZe/bty/l5eWsXr0ap9OJr4DWUkoWLVrE0KFDURSF0tJSjEYj8+fP93tvNSyJp/CNHz+enj17sm3bNs6ePcvBgwe1Z/Dyyy8zfPhwevTowRNPPIGiKOzYsQMhBHl5eRw7dkxLZ/r06bRp00br7lZUVJCYmMijjz7Kb37zG6SUOJ1O5s+fz6xZswgLC8NqtfLkk09qz0UIwbhx46iqqqJ58+bY7XYMBoMWCnP+/PnMnDlT+yAJIYiKitLVHafTSdeuXbFYLBiNRj788MN6vaeGcMMIq3uM1rZt23L8+HEALl68yOrVqxk7dixOp5MRI0bw5Zdf+kyjqqqKDz/8kD/84Q8AbNiwQXdcCEH79u3ZuHGjz5Zg8ODBunP379/Pp59+qnWdXnjhBbp1816wLqWksLAQk8mEzWbT0lZb2yulQ4cO9OnTB4fDgZSShIQEsrKyKCoq0oIr+yqrlJKVK1dSXl5OZGSkJmhq0C33Cq4SExPjs2UdOnQod9xxhxbB7ptvvmH9+vWAq+J//fXX/Md//AcdO3bEYDAQHh6OEAKLxaIT1vHjx9O/f39t3Lx69WpiY2O5dOkSgwYN0spRWFjI3Llzeeyxx/jHP/5Bbm6ulsagQYNo06YN33zzDZ06daJ169YoiqKVRQjBli1b6NWrl26sPHnyZL788kvKysq45ZZbsFqtSCk5fPhw7RHlG4kboht84sQJXZd0zpw5JCf/ELhY7QoLIYiPj9d+u6OOKZcsWUJhYaHfrrDNZmPKlCl+j7vTrVs3HnvsMW3bbrf7bZWEEJw4cULX5fRsIa+EmJgYWrRoQf/+/Rk1alSd3c4uXVwRwKurq/noo4+QUnL27Fnee+89AMLCwhgyZIgu/0lJSVgsFsLCwjh//nyt6bt3WwFdLFt3/OVTVTSdPn1ay1NWVhYJCQnaOW+99RaLFi3i7bff1vapHyqV3NxcVq1apevWSyk5cuSIzwh+N998M82aNSMiIgJwjb+3b98eUH24Um4IYXVX8kRGRjJo0CBdC7ZhwwZNWWO322nSpInXw1VfoNVq5bXXXvN7LyFE3YGI3bjjjjt0FW77dv/haquqqrwUG43B0aNHOXnyJKdOnWLdunW89dZbvPPOO2zZssXvNRkZGVqFfO+997Db7eTm5mo9lsmTJ9O8eXPdNampqVo3tKioqNY8FRQU6LbVj6gn/p6BwWDg8uXLun1Go5EpU6ZoQma32/n973+vffSMRiO33nprQD0WIQQHDhzwGq8rikLv3r2R0hX+My8v74rG2/Uh6LvBFotFF2oxJyeHLVu2kJ6ezjffuKKFO51OlixZwkMPPYTT6WTIkCFeY4yMjAw2b97MhQsXWLZsGaNGjfJ7z+rqaoYPH86///3vOvOntmhqy19bi1NXBW8o+/fvZ//+/V77x44dy4ABPqK+41KY9OnTh/Xr11NYWMjy5cvZtMnlMFwIwc9//nPeeusHVyZSSjp16oTVauXIkSO6+LQA3333HWVlZboxq4qiKIwePVrbdjgcTJgwAUVRKC4uZu3atbq0nE4nFy5cYM2aNV75Tk5OZsSIEaxevdrr2EMPPUSLFi18ltcTKSV79+7l/PnzjBgxAiGEpvxLTExESsm6deu8AmlfTYK+Zd23b5+uC3PzzTeTnZ3Nww8/TPfu3bX9S5YsQUqpddc8v+SKopCTkwO4KoMvQVS/8oqikJqa6tWy+MO9dajtK6y2ZNcL/fv311qhl156iRMnTgAwbNgw2rVr53W+0+nEaDSyY8cOr2PLly/nv//7v1m1ahUHDhzQPZNHH32U9PR03flNmzYlMjLSa0xsMBjYunWrphjzxZAhQ0hNTdXt69WrF/fee28ApdZz9uxZqqqqvFp4p9P5owoq3AAtqzoxDq6wiEOHDtUq2OTJk7UW5eTJk2zZsoUBAwZgsVho1sw7pGGXLl3o2bMne/fuZceOHaSkpOiOGww/eB6w2Wx1RxDHpeBS1f2AbkzlSVxc3FUZ+0yZMkWnYMrIyKBjx44UFxdrCiZfREdHM3z4cFatWqWb8501a5bXuWFhYdpUhqeAeWIwGIiOjqZ169b069fPKz1FUfj6668xGo1eArFixQqfHwrP6wcMGKB9XACmTZume3/14dNPP+Xuu+/W6RDWrl2rKeF+LIJaWM+fP8+pU6e07eLi4lqjhn/yyScMGDCg1of84IMP8tBDLr+wnt2siooKrXUOlEWLFunu1bevb4cAUkpiYmJ0Fd2XgqOhSCm1fJw9e5aOHTsG1OJPmTJFJ9CJiYn06NHDa9ynbnt2f1X+9Kc/cccdd/i1enJHCEFJSQlCCK9xaUMFpLHHlY35bgK+549+x0bEXbEUCCtXrqSiokIz9fNFeno6Y8aMAfCaZz127Fi9DBUOHjzIq6++qm0bjUamTZvm93xPYVUn3BubwsJC1q9fr1lwCSH8lqt9+/YMGjRI2x44cCDbtm3zqvzq9ubNm6+qwuV6cEME1yYfQduy2mywd+9ebTs2NpbevXtz5swZ3XmVlZVaV6q6upply5Zx55131lqhHn/8cVatWuU1dSKEYOPGjfTu3dvnl3XDhg2ahdPx48c1owiV3//+97Rp00anXFGZMGGCzg7X6XR6laWh5OXlUVVVpfsQqPfp1q0baWlp9O7dmwULFvi8/sUXX+TgwYN89913tG/fnrNnz3L48GGvChsWFuZ3CqY2fixtarATtMK6caNLEFVmzpzJTTfdxIkTJ3SVyGq18te//hWLxeVVb/Hixdx5p+9IcKrBgMFgYMqUKSxatMjr+NGjR/2aLa5cudJnus2aNePZZ59l3LhxPudOJ02aREREhM4YPSIiosaqqY4H4ed+7uzbt499+/b5PHfWrFn07t2bJUuWeB2TUhIfH0+zZs1ITk7GZrNRWlqKlJKdO3d6TTOp2mx/wuev6xgeHq7r6TR0bKkihPBS/qnWaw2hWbNmuvcmpaR169Z1ziU3NkHbDV6+/Iff6vzZTTfd5NWdM5vN9OzZU9vev38/hw8f9kpPCEHTpk0JCwtDCMFvfvMbnyZ4qgmcv260oihEREQQHx9P7969+eMf/8i3337L+PHjEUIQHh5OcnIy0dHRpKenk5OTQ3R0tK4iCyHYvXt3g1ocg8FQ67jdE9UKxxcRERFa11xKSWZmJoqiIITA4XB4Cd/JkycRQqAois9nZ7Vaadeuna5cLVq0QFEUXR5sNhupqakNFlpFUWjZ0ne0v9jY2Hqn5flxFkLQrl07DAbDj9orCEpXpOqyseTkwz6NCA4cOKBrSWbNmkV1dXWtyiFfpnOqzayvaZx77rmH6upqFEXBaDRqihMhBB06dKBv375+7+d0OlEURWerC65upNPp5PPPP9daMLWsgS4+T0k54vO+6rNRFTSqBZB7no4dO6YZbYwcOZL4+Hiv52s0Glm0aBEWi4VJkyZpQmk0Gvnggw8wGo3MmDFDZzbpmY8mTZqwcuVKhgwZ4vcZqfvXrl1bq0WZJzk5OcTHx9eabmRkpM6o3x+zZ8+mqqoKp9Pp83mqY/13331XdyzQd6YSqCvSoBbWnxIhTxHBR2MLa9B2g0OE+KkRlAqmkM9gb0LP5MYn1LKGCBEkhIQ1RIggISSsIUIECXUKqxAiXAixVQixRwhxQAjxXM3+NCHEFiHEUSHEAiGEuWZ/WM12Xs3xtle3CCFC/DQIRMFkAUZKKS8JIUzAeiHEl8Ac4BUp5XwhxL+A2cDcmv8XpZQdhBDTgT8D/g1i60loiiJEsHKlSsA6W1bpQvWvaKr5k8BI4JOa/fOAW2p+T67ZpuZ4tggZf4YIccUENHUjhDAAO4AOwD+A74FSKaVqMHkKUO27WgInAaSUdiFEGRALNKobBPUrpVrktGnThuHDh+scZ6ur+z1NxdR1qJs3b9YcaXXu3Jk+ffpgt9vZvn07+fn5uuvuu+8+qqurG828TM0buMzriouLOXLkCIWFhZrDsSs1WBk3bpzOTthsNvPee+9d1XWYqo8jdX2rr8UQqgWVqHGMLoTg7NmzmmePYcOGaT60DAYDH330kS6N++67T7P1/rGQUrJ161ad47VAaazeYEDCKqV0AL2EEDHAUiDd12k1/33VZq+aIYT4BfAL8DY8DxQhBG3btuXy5cvMmzeP3/72t5SWlmIymWjatClNmzYlMTGRjh07MmHCBNLT04mMjGTatGls27bNKz1FUYiMjCQ+Pp42bdrQv39/zfhbtYlVFAW73Y7D4eC5557j448/1qXx1ltvMWzYMFeha8zzPG1cbTYbe/fuZenSpezcuZMzZ85QH9r4VwAAIABJREFUWVlJixYtSE5OZuDAgSQmJmpllFLy17/+1WvJni9mzZqleUmIj4/XedGw2Wy0aNGCkpKSejzlwGjSpAm33XabZmao3tdgMGCxWLhw4QLHjh2jqqqKyMhIIiMj6datGyaTCbvdTlxcHDNnzqS8vJywsDDNFNKX8b+iKNp+9YNQ10dU/Tj58pGsvs/a0nA6nT+KB8PaqJdRhJSyVAixBhgAxAghjDWtaytAXc91CmgNnBJCGIFmgFftkFK+CbwJLnPDhmReSskXX3zBwoULdfttNhuVlZWcP3+eY8eOsXPnTtq1a0deXh5ZWVl+X4rT6aSiooKKigrNTnbmzJkkJCSwf/9+bDYbBoOB5ORkjEYjX3zxhVcan3zyCcOGDdNsb4uLi3WeFysrK3nnnXd8ukM9d+4c586dY/fu3RgMBl588UW/Po7rIioqyssRt9PppF27do0qrEII2rRpQ2Zmppc9sNrLWbZsmeaOFdCex7Fjxxg9ejRNmzZFSonFYiEyMrJOoXD3DhIXF0eLFi0C8k6hKAr5+flUV1fjcDi0j2jLli2Jjo7GZrNpdtvXI3UKqxAiHrDVCGoEkINLafQtcDswH7gH+LTmks9qtjfVHF8tr1Kfq23btrpQGe3atSMlJYWwsDCqqqo4d+6czrWHzWZj5cqVXmsun3jiCQAuXbrEqlWrOHLkiLa9dOlSHnjgAc1ZmMqpU6coLy/3ytPq1aspKSkhMTGRvLw83XVWq5V58+bpvFs0bdqUUaNGkZqais1mIy8vj/Xr11NdXa21VJ7rTCMiInRuQN1Rl4ZlZ2d7GbMrikK3bt0oLy/n6NGjjdIVzsrK0gz+PY3+jx49WquDAIvFwueff05cXBxDhw7FZDJ5CaovwfHsFSUmJmpOzXwhhGDZsmWUl5f7PEdNT10J1bFjR5/Cf62FOJCWNRmYVzNuVYCFUsrPhRAHgflCiP8H7ALUZQzvAO8LIfJwtajTr0K+yczM1FXiNm3a8LOf/cyry2mxWDT3mYDmKtOd2bNna78feOABxo4dqy0cLyws5OLFi17rI92956WmpnLy5EmcTic2m43PPvuM++67T1v0rgrF2rVrdYLaqlUr7rzzTh544AHd2K6yspIPPvhAqzD9+vXTVbLw8HCdQ3FfREVF+Vw7a7FYyMzMbNDYy5NRo0ZpS9zcMRqNFBUVBeTJQ10Hu2TJEm6//XYvofe3csad0tJSbRWTr/NNJpMmqLV9oCoqKti6dSu7du1i+vTpXj2TQHxuXU0C0QbvlVJmSCl7Sim7Syn/WLP/mJQyU0rZQUo5VUppqdlfXbPdoeb4sdrv0DDS09N1QldaWkpZWZnXeWFhYXWu73RPJywsTHNwreI5ViwpKfEK6ZCZmaltL168GCml7utst9vZunWrtq26eGnSpAlFRUW6StSkSRN+8YtfAK6vedeuXQNuBYUQDB482GcsGvfyqk7NG0rXrl19CqrT6SQvL89v1ANfqGX75JNPGhTfp7E6bqriy2azsXDhQq91tg3JW2MSlIb84FIsuDvyLi8v5+9//zsJCQmkpKSQlJREamoqSUlJdaalKjlETbgGtRusEhUVpdvetWuXzi3phAkTiIqKYvPmzYDLy7u7yxmA06dP68ZtHTt2JCoqCiEEJ0+eJDo62m83zrNLVl1d7RXuAlzd4969e9OqVSu/ZVUXjqempurizQSKEIK4uDgyMjL8dhV9Le4PlJKSEiIjI6+pqxcpJdXV1V5rnK/Ug8WVErTCarPZuPnmm/n44481x19SSk1JoxIbG0tOTo6XX1p3nnvuOVq1akVZWRmrVq3S+T5KTk7WdYGdTqcuVGS/fv1ITExkzJgx/PGPf9QEUg3opOI5vo2Li9N+nz59Wufj2BO73a7zJlhVVeXThUzz5s01X7+1KWkURaFPnz4cOHDA7zn+kFIyfvx4beG9J2azmYsXLzZ4emjZsmVebj+vBUIIVqxYQU5OjqYpVuP0XCuuT7VXgBiNRt59910efvhhvy1ocXExCxYs8Got3Xn//ff505/+xD//+U/deZGRkdxyyy26c/Py8nSCd/PNNwMu5YQ6ZQOu+J3uLak/pJSUl5fX+tWuj/vTrKysOjWj4PrYNW/evF4tmBCCnj17+hVUKSUnT57UfjcU92HB1XSOoJb9/vvv55577tG5fJE1sX3WrVun5eFqeZsMlKBtWVWaNGnCo48+yqOPPsrJkyd59913OXToEIcPH9b5nN20aVOdY1chBJGRkbRt25bY2Fj69+/v5UvIPVqd2WzWhX2YOHGiNrFfUVHBrl27NIfUnvFx3ENlBCIw7pW2efPm/OpXv/LK++DBg0lKSsJqtVJdXY3FYvHbvZZSkpWV5dNRWm15yMjIqPUjdPDgwSs2ulizZg1TpkzB6XReVWFV066ursZms3ndSwhBQUEBWVlZWCyWoNAGBw2tWrXimWeeYePGjRw7doyXX35ZUw75Uj6pqNM/o0aNonnz5hiNRj766COvSnf58mVdy2u1WnWKJU82btyoCWvLli0xm81aRT969CgVFRVERUV5efdrCFJKWrVqpVW6EydOYLPZ6Nq1q09hFUJoY/H6CFdt+RQ1TrmvVMCqqqowmUxUV1dfUTqB0LRpU79dbrUcFoul3s7drwZB2w0WQrB06VI+/PBDrVsqapx3Z2ZmMnXqVJ1lVGxsLJGRkbWmuWbNGnbt2qXFavGsdP4CNvsjLy9PM0AwGo06wbbb7SxcuFAL6Ot+r8rKSt58801t25czN0/MZjMGg0GLbrZz5052795Neno6nTt3pnPnzvzzn//UXWOxWEhISAhIuFRHcLW1qmpw48agoqJC51TuaqAoCiNGjKi1/EII9uzZg81mC2h4cTUJ2pbVZDJx6tQpXn/9df70pz+RkZGhTSdcvnyZNWvW6OY0R48ezaRJkzCbzXzxxRc6Ywl3G928vDy/93TvAoeFhZGVleXVNaqsrNTCbqj+dbOzswGXzWt+fj6nT58GXK47X331VUaPHs2+ffuw2+0cPXpUM4pQp29MJpOuQvnSBnfu3Jk333yTPn36kJaWFvBzHDFiBMuXL+fSpUu1nielpEuXLrW2Lo3VTRTCFcw4LS3Ny1F6YzJ16lRdsGRfSCk5dOgQhw4dumr5CJSgFVY17gy4hGzr1q26eUx3unfvrhk+uHu9Vxk4cCAHDx7U3H/64uTJkzrLp4yMDP7nf/5HM0RXkVIyatQoTdGyZ88eTajNZjN33XUXy5Yt07zyWywWli1b5nU/VeHkdDq9QlL40gar24899pjuQ1Qb6qKGrKwsn3nwpFmzZj+KfayUktOnTzdaRAJf3Hbbbde8W1tfglZYDx48yMyZM0lPT2fLli3s37+fCxcuUFJSgs1mIzo6mg4dOjBmzBimTp1aq/VJx44dadu2LUuWLNHGJ564t6qA37GqEILbb7+dV155BXBN2eTl5dGpUyfANRd6xx13cPr0aXbt2kVJSQlFRUVadzg5OZn+/fszbtw4nE4n4eHhHDlyJOBxoKIo9bInttvtxMTEBHSuwWD4UY3ZG9PYISIiArPZjNFopFevXo2iJ/ixCVphzc3NpUePHmRnZ9ca+NgXnpHM1HHYbbfdxp49e7zih4IrxMWkSZO07drm3B588EEefvhhvv76ay/rJHAJ9MSJE3nqqaf8ahmdTieXL1/m888/RwjBf/7nf/q93y233EJ4eDgmk4nTp09rppAGg0FTnt11110+x1xCCOx2O82aNatVCaeeG4zYbDZtCk59F8EmqBDEwgous76pU6cCjTNecjqddOvWDYfD4TPwUn1wOByMHj3ay85VURQcDgc2mw2bzeblFV/18r527VqdTXNtqCtsSktLvaKEq6gaVn/TOCNHjmTp0qX1K2SQoCrdVHxN0wQDQS2s4LIUUpVLda1JDARFUejbt2+jKBT8aQ+FEFqcFHVtpsVi4fvvvyc/P5/i4uKAyzFkyBBN6FetWuW39VyzZo3fHoioifNzoxIWFsa8efO0KaqwsDCmTp0a0DrY64mgF1YhBLt27aKgoIBx48ZpQZSu5CVYrVbatm0bcMvmD1VJ5KmAUtduWq1WrFYrBQUFnDp1Spv2CHTeMyoqipYtWyKEwGQyUVlZ6fNaKSXFxcWaDbQvbDYbCQkJXLhwIShbnUBQp4IsFgtr166tNdbO9UjQC6tasUpKSvjggw+IjIxk4MCBxMXFERYWpi0odnfzUhdqmPuSkhKfa1YDwWAw+B2zeuIpYIEKS05ODkajEYfDoU1T1bUELDw83O8zGD58uFeYS3eCcZznjrtF1KlTp/j+++9JT08PyCzU84N7LQhaYb311ls5ceIEO3fu1ForcFkZqSZ/4DIWSE5OJj4+XjPKV5ev+Vv/CK6uU/v27dm9e3eDX06gX+yGpt+0aVPNO0NSUhJ33313reervQ5fqGPl2gwR1JUotXnaaEyioqIazcjCE9WnktVqpXPnznW+q549e+J0OnE4HD6DYf8YBK2wmkwmunfvrlkb+UPtZhYUFOgqqslkon///qSlpfnsGjqdTi104PWGEEIbq6qtcqCrVGrrXdjtdoYOHepTSSWE0KagalvK16RJE12Q64YghCA5OZns7GyEEFRWVvLJJ5/UfWED2L17N927d6/1+RkMBm05Znl5eUhYG4LFYiE1NdVLED3xdcxms7FhwwbWr1/PzJkzvYwlpJTXfP2iP6SUtGvXTguEfOrUqTqnXVRatmxJXFycX0VU27ZtKS8v9+pRSCnZu3cvXbt29duCOhwO2rZty6FDh67oIyel5KabbkJKidVq5fDhw1fFI6OaZkREhE9jGfWcvn374nA4MJvNusUhPzZBLazg8hgRqMWOJ+7jXTXCt4pqZ3w9oo7FZY1TNrU7VxdCCMrKyhg+fLjfc+x2O6mpqV5GIOASRqPR6Pde6sL0xkB9H4qicPbs2UZJ0xP1/e/fvx+Hw+Fz4YC6QELtkbj3Zn5sgtaQH1yVIzY29ooXBa9evVqLjK6ieia8HjWF2dnZuvF2IIIKropXUFDAvn37am0dPT1jqAghyM/P93utEILU1NQr1rCazWbNpYrZbA5ISXclbN68mW3btvlsNY1Go6aUU4XVF/5a5cYkqIUVXGPLqVOnkpqa2uCHU1lZSWlpqW6fzWbT+Vm6nmjRogVCuBxkb9y4sd7l3r17t1/zSyGEtvTPM10pJevWravVVM/hcBAeHn5FwjV+/Hitl1NQUHDVP5juCkp3mjRpwuTJk3U9Ll/CKoSgWbNmzJw5k3vuuYe77rqLe+65hx49ejRqPoNeWMHVsgwbNszLqD5QFEXRtc6q65aSkpI6l0/9mJjNZiZPnqxFHCgpKeHEiRMNEozKykq/1ymKQnp6us/jQgjWrl3r13mY0+lkwoQJmnP0+qAqllRhN5vNfPvtt9dMyXf77bd7WX35Up6ZzWYmTpyIzWbDarXicDiwWq2kp6c3qsDeEMKqKApWq5Xhw4c3yAFYbGwsMTEx2ksxGAx8//33VyOrDUYIwU033aTL55WkVZdSzp81mJSS48ePc/DgQZ+tq+ptIyMjo975lFIyaNAgLZ1r5YdJURSSk5N9tqK+woGkp6f7bXG7du3aePlqtJSuMYqiEBsby9ixY4H6zXFmZ2drXR2n00lZWVmdXgqMRmOt9shqN7UxUBSF5s2b07FjRy3GixBCW6VTX7toKSXbt2+v1aeQ3W7Xpk58sX37di5duuRTYK1WK6mpqbRu3Tqg96CeM3nyZIxGI1JKSktLmT9/fkDlacx1tAAdOnQgKytLt0/F/QOnKpq6du3qMw/q3HVjcUMIq7tb0GbNmnH33XfrlrB5zi26b48fP17nnEtdnF4XPXr0ICwszG9llFLSo0ePRunC9ejRg3Hjxnkpbux2OyNHjqRNmzb1TrOuaSkhBPHx8XTu3NmvMHzxxReUlpZ6+UpS8zh48GCt0td2n+zsbGbOnKl1naWUfPXVVwE/u4yMjFoNXCwWC3379q01PbPZzJAhQ7jzzjvJyMjwea66EspXGX4MxPUw6Z+SkiIfeOCBgM5VI3IlJR3SrG3y8/PZu3cv06ZN0zzvqWtBz5w5w759+6iqqtLM7eLi4mjZsiWdOnXSWir1OXiGqlC5//77dV791EhvteG52kNKyZdffhmwdlO9p9VqrbX1UD8yJpOJc+fO8fnnn3udI4Rg1KhRJCUlaV3MQKam1PlmdYooNzfXSzA7dOhA7969fRpcSCkxmUwoikJZWZk25jMajZp3RbVrqSgKFy5c8Olm1fO5uGvAA30XvoKEqahmqbWl43Q6Wb58uc6qSgjB0KFD/fZwjEYjBQXtAf/xWZ999tkdUsq+tRaAIJ9nlVISHh6ueYj49ttvycrK0kIzVldXk5SURFJSEna7nYqKCiIiIrQvuHqe2qVdunSp3zk01Vug+jIDnWvz7E7XZ+5WvaenZ3hfWCwWHA6H31CIqoGBWub6tAbqkj5fhhRSumLaFBYWMnnyZF0r6z7dIaUkMjJSmxZyt7pSPwg2m41Vq1bV+WzVD5hKoO/CbrfXOfVS1zje1/UHDx6kZcuWXvudTicFBQV15itQgrZlDREi2LjSlvWGGLOGCPFTIOi6wf6+ToEQSFcnxNXhelhi9mNxtcwRg05Yr4QbvZJcz/yUnv3VKmuoGxwiRJAQEtYQIYKEkLCGCBEkhIQ1RIggISSsIUIECSFhDREiSAgJa4gQQUJIWEOECBJCwhoiRJBwXVgwmUwmkpOTr3U2QoS4rgm1rCFCBAkhYQ0RIkgICWuIEEHCdTFmbSidOgW2YD1E8JKb+0ajpxmsSyWDWlhD/HQJlg91Y35sbghhra7+MqDzhBAcP378ugyJ0VDc46+4OwMTQhATE0NaWhrR0dG8/fbbvPTSS9rxN96ovRLZbDamTZvGmjVrmDp1qrZ/zpw5dO7cufEL4kGwCOOPSdAKq7vA9e3bl4KCAvr06RPQtXVV1GBB9Qz473//m+3btwPQqVMn/vM//xMhBK1bt6Z169aAt3Pq65X6fkgDabnsdjszZszQvOVLKbntttvYsmUL8MMza0yuxscmaIXVfbxhs9n8eq3zRW0Bg4MNIYRPZ91SSk6fPk1iYiIRERH1FgKz2cz69evp0KEDzz77LCdPnqSsrIz4+PjGyroXDoeD6OjoRnParaIoCgUFBcTGxqIoStD2rAIWViGEAdgOnJZSThRCpAHzgRbATuBuKaVVCBEGvAf0AYqBaVLK442eczfKysq8XnBqair9+vXDZrNhMpmIj48nLi4ORVGwWCyYzWa/4R/8xXjxPMfpdOJ0OlEURfMk78vZNfzgglRRFK2VU69R/QJ7+rStLS/q38iRI5k3b552zD0PJSUlLF++nP79+3ulo0Z/V+/r6z5FRUWcOXOG2NhYndGKZ7ncXZuqZVO75bU9S9V3scFgwOFwcMstt2hlPnrU6zK/qM9UvZcand3d+fuWLVswGo2MHz++1ih4anRz9SOovmd/UeLcz1cjMFwtxVV9WtZfAYeA6JrtPwOvSCnnCyH+BcwG5tb8vyil7CCEmF5z3rRGzLMXvh5mSkoK2dnZTJs2jW+++Ybi4mJSUlLo27cvO3bs4A9/+AO7d+8GYOjQobz//vtIKdm1axf9+vVjz549TJw4UUvv8ccfp1OnTlpFqKioYPny5ezbt4+LFy8SFhZGy5Yt6devH4MGDcJgMGAwGEhJSSExMZHevXtrac2ZM4ehQ4fy1FNPceLECaqqqnj++ef5r//6L+2cFStWUFVVRb9+/TQfudOmTdO6boMHD2bAgAHcf//9unIfPXqUBx98UNu+66676NvX28vlqFGjeO+99/joo484fvw44eHhZGRkcOuttxIREUFYWBjJycmcOHFCd485c+bQq1cvYmJi+Oyzz3j77be1Yzt37mTRokUsWrSIgoICIiIiuOmmm7Q0wVXBmzRpQocOHVi1ahXvv/8++fn5xMTEsHnzZn71q1/xq1/9io0bXWl26vTXWruoNpuNHj160L59e+1jV1payqZNm6iqqtIJUG0tqs1mIzMzk4SEBMLDw3E4HBw8eBCHw0HXrl35/PPPtfTV4ceAAQOIjY0lLCwMp9PJmTNnKCgo4Pz5837vcyUEJKxCiFbABOAFYI5wlXokcGfNKfOAZ3EJ6+Sa3wCfAK8LIYT8kfXk6te+urpaczxdUFBAZmYmJSUlTJ06VRPWjRs3UlZWprW8YWFhOq/2SUlJZGRkcPnyZSorK/n000/59ttvdfez2WwcOXKEI0eOsHXrVubMmcPw4cOJjo7Gk7Vr1/K3v/1N5zR79OjRvPvuu1pArPnz53PbbbdpsUHPnj3Ltm3btPPvvfde9u/f3+Dnc9999+nKYLPZWLduHefOneOxxx4jJyfHZ6Rvh8PBqFGjUBSFdevW6Y499NBDbN68Wdu2Wq1amnPmzNHuM2LECJ566inef/997dxz587xwQcf8PXXX9cr3m779u3p2rUrVquVbdu2MW/ePLZt28a5c+cAiIuLo1evXowcOdJvmEuAzp07k5aWpr3HuXPnsmXLFgoLC7XoDs2bNyc1NZVevXoxe/ZskpOTsdvtOBwOSkpKWLBgAStXruTIkSPYbBATA2lpb5OTk0Pbtm0DLpM/Am1ZXwWeANQou7FAqZRS1VqcAlSX5C2BkwBSSrsQoqzm/CL3BIUQvwB+Aa54o43NxYsXOXPmDHPnziU/P5/Lly+jKApHjhyhR48eJCQkEB0dTXl5OQ6HgyVLljBr1izOnTvH+vXr+fTTT7W0Jk2apAVb3rNnj1bJFUWhT58+DB48mPPnz7N48WIsFgu5ubl8/PHHjBs3Ttc9U9mxYwcRERFMnDgRi8VCcXExJpOJe++9l6effhqAjz/+mN69e1NUVMTYsWP59NNPte5b06ZNSUxMJCYmhqioKObNm6dFf09ISCAnJ0fzzJ+amurz+Xz77beMGzeOjh07snTpUk6ePAnAkSNHyM/Px2w2Y7VafSqm1GOe3cnNmzczcuRIunfv7jPNtLQ0xowZw8qVK3WC2rx5c6ZPn47FYmH+/PlcuHAhwLfsigNktVr585//zN///nevZ3369GlOnz7Npk2b/LbQQgi6deuGzWYjNzeXsWPHekVSsFqtlJeXc+LECWJjY2nRogU2mw1FUXjzzTd57bXXKCkp0V1TVARFRdvYsWMHd9xxR51xf+qiTmEVQkwEzkspdwghRqi7fZwqAzj2ww4p3wTeBEhNTW30VvfQoUP88Y9/9No/cOBALWBURkYGa9euBWDJkiVMmDABRVFYu3YthYWFwA/RvG02G9HR0bpKdsstt5CdnY3JZOKJJ56ge/fu/O53vwPgu+++Y9GiRQwcONBLYBRF4f3336e4uFjbNplMTJ06lb/85S+UlZVRVVXFli1bGDx4MADLli3Tru/fvz9nzpxh5MiRDBo0iJUrV2rCGhMTw4gRI7RK60/xlpOTw0MPPURGRgYTJ05k9OjR2rETJ07w8ccfc/vtt3tdZzAY+OCDD0hKSvI6NnLkSG699VbuuOMOrzTz8/Np1aqV1zNUFIXHH3+cO++8k4iICMaOHcsdd9zhM8/u16gIIfjqq6947bXXtH2ZmZkMHTqUyspKPvnkEy5cuEBJSQmvv/4699xzj1d3OCIiQtM9LFiwQBPUiIgIxowZQ6tWrThw4ABFRUUcPXpUi91jNBr56quvePnllykvLwcgPj6+JgDz2+zYAXv3uoZpCxYsoHXr1nTo0KHWstVGIC3rYGCSEGI8EI5rzPoqECOEMNa0rq2AMzXnnwJaA6eEEEagGVDiney1wz3KmSqs+/bt04LhHjlyRDu3c+fOxMXF4XQ6uXTpkq6lWbJkCUuWLPF5D6fTyfHjx+nWrZvXse7du2uCqp67adMmJk2axIwZM/jXv/4FuLrLDz74IMeOHWPHjh3a+UOGDKlViRHIiGP48OFay9i+fXvdscrKSq319EVYWBhVVVVe+0eMGKH9bteunVeaKurwAyAtLY2EhASsVisREREMHTqU2NhY3fPxxDPmzt/+9jftd05ODvPmzdPe8YwZMxg2bBgAhYWFrFixgjFjxvhMT1X2qUydOpUXXniBffv20b17d+x2O506ddKGNna7nTNnzmiCGhYWxvLly0lJSSE3923uvhtmz04jPz8fKSUrVqy4usIqpXwKeAqgpmX9tZTyZ0KIRcDtuDTC9wBqv/Gzmu1NNcdX/9jjVYBBgwbxyCOPMGzYMNavX09JSYkWRcxisSClpG3btnTs2JGjNarHhQsX0r59ezZs2KClM3DgQIQQmM1m7aUEinu0MXcSExO99lmtVgwGAz//+c956623cDgcFBQUUFRUpBsHtmvXjpSUlHrlwxexsbHab88Yog19XepHra403Z9jTEwMYWFhREZGAq5WMyoqqlZhdU+rqqqKffv2advffPONzyBRKlu3bvUSVvXZO51OBgwYwDvvvAPAe++9x86dO+ncuTMWi4WkpCQ6duxIq1attGvd64rFYqFfv34ed8zXfuXl5fnNVyBcyTzrb4H5Qoj/B+wC3qnZ/w7wvhAiD1eLOv2KcthApJSUlZVx/vx5zcLHYrEwbdo0FEVh/fr1nD9/nl69emnCunjxYu6//35NyKKjo7W4nna7XatQKoMHD/YSPCml1k3zN170FWA3LCyMI0eO0LlzZ8aMGcPy5cu1PO3atUt3z7oIJHyDe6Dnxpp3VCu8vzTNZjObN28mOjpaG99ZLBbGjBmjTZGcO3fO70fOV35LS0vr9XHx9RGQUrJ69WpGjBjB5MmTOXToEHPnzqWqqor9+/frFHnvvfcef/jDH5g1a5YWbjRQKisrte52Q6iXsEop1wBran4fAzJ9nFMNTPXcfzXx97IMBgM7duyr9rW4AAAUb0lEQVTQNHZTp07FarWyc+dOTp06hclkYvDgwXz22WdYLBZOnTrF//7v/2rX9+nTR6vUNpuNuLg4jEaj1hUOCwvT5u3UubaJEyeybNkytm/fHnDkb3B1hffu3UtkZCSzZ8/WhHXBggWasigsLMznNIy74FmtVuLi4nRKmqvRsfFXrtrKq3Yje/XqxerVqwGX8un06dO0atWK/fv38+WXX9baqoI+EHRMTIzu49SlSxe6d++OwWCgffv22nhVjc86adIkr/QiIyPJyclh/vz5GAwGOnTowEsvvYTZbObChQvk5+ezceNGDh48iNVq5ZlnnmHkyJF06NCBlJQUDhw4AEB4eDhjxoyhV69enDv3HAAXLtwW8POpi6C1YHInNjZWU7CoFBYWsnLlSpo0aUKrVq0wGo384x//0OY/ExMTkVJqc4FqjFf3dIYPH679NpvNFBcXc/fdd/Pvf/8bgNWrV3PmzBnS09Np3749FRUVzJs3j61btxITE0Pfvn1p06ZNwC/IYDCwZcsWpkyZQo8ePdi3b58u3mq/fv20aQ0hBFVVVURFRekMFgoKCli2bBlCCMrKypgyZQotW7b0yoPT6axzOsHXFIqaTps2bXRjT/fn5O/j0K5dOyIjI/n5z3+uCavNZiM7O5u+fftqY/e6cNdCh4WF0b17d60rfOnSJX7xi1/Qs2dPbDYbpaWlbNy4EZvNxtmzZ8nIyAD0SirVAm7GjBns3r2b48ePExERwcCBA4mMjMRut3PkyBFycnIA1xh33759pKamMmzYMC34c3V1NTNnzqR///4cPeoS1txcl5Lt9OnTVFVV/TSFta6oZMePH+f48eM+r50zZ46u+zpo0CBNWFXUsaGathrBe8aMGRQUFLBq1SoADh8+zOHDh33eZ/DgwTRv3txrisPTwsa9TGqXffbs2Tz22GO640OGDNGdW1FRQVJSEhMnTmThwoWAqyKrHxOAZ555RtfyqiQkJJCQkODTmsfhcDBmzBifwZOtVitjx44lLCxMp6EGl3ueUaNGYbfbvSplWFgY8fHxCCHIzs7mZz/7GR9++CHgGsOqwhsXF0eLFi102vjaiIiI4KGHHuKXv/wlAKdOneLee+9l9OjRpKSksGvXLk6ePEl+fj4VFRVMnDiRmJgYr/Kqw6T169fz4osvkpmZycqVK0lISEAI4aVIVMf8U6dO5bXXXtN6MnfeeSfjx48nJgakhNzceXz//fecO3eOiRMnXnVt8HWPoij1Ggd4CkrXrl1JSEjQWZ740rhKKTl+/Dj3338/06dPZ/HixezZs4fi4mLCwsJo0aIFUVFR9OzZkz59+tCiRQuv1TBqfn0hpcRsNrN3714mTZrECy+8oFWClJQU0tLStHOdTie7du2iqqqKsWPH8sorr/D222+Tl5ena43VZ+NLeACvvKn5aNq0qWaO6I7T6SQqKgqr1eqVptFoJDIy0qcW2WAwcOrUKW3K57//+79JT0/X5oibNWtGdnY2Tz/9NDfffLN2XZMmTXw+K5V9++Lo0gV+/nOYN88lIJ7DGXfy8wdQVQVuymnM5kPk5rqUUufPg93uMpTZqJpRedC9O8TE3E5urmv7j3+Ep5+GkhLXGHzp0qVuZ/tOoyFcF5HPU1NTpWoMUB/UlQ0HD/4j4GtUe09fqGPR2s4Bl7A7HA5dy6N2r92v87fSxbOlU80lVeVUdnY2ERERZGVlkVtTI+644w6ys7N95sVdONzzodou+0K1x/W1X1EUv/OzJpPJ7zH38byvY1JKJk2ahKIoWK1WzaxPtTATQrB3714mTJig5XvKlCmMHTvWKz1fq1qOHIFPP4V9+0AdsrdoAQkJ0Ls3DBoEasP22GOwZ4/r9003wauvun6fPAmrV8PBg3DqFJSVQVUVNG0KrVvDkCEwZQp46gjLy+Gzz2DTJigocF3TrBk0bdqGNm3a0LNnT9LT031aUT3wwAMBRT6/IVpWX908f9QmhIEaYqtC5dnqeF5XV75UQ/DRo0cTGRnJ5cuX2bBhA9u2bWPTpk2aoEZERDBo0CC/efFcdeNuwF5bj8Nf/lRlTH2P+UtTtaW97bbbcDqdLF++nH/+859cunSJXr16aWNqm83GvHnzNEGNjPSv/fa1NE4IuOUW158vnE601vChhzzT++H3wIGuP394qEc0MjNdf1eLG0JYgxW1EkdHR2stzT//+U/dvCq4LKVUQ/hgRtWa9+zZE6PRWOt4PzoannsOmjSJ8nn8p0hIWK8hUkoMBgM2m01rDdVxoMlkIjExkezsbL+tarCgtsZnzpwhMTGR1q1b88ADDxAVFcXBgwe5ePEiVquVqKgoOnToQHp6OlOmvEdMjL7F+6lzQ4xZQ9y4XA2HadcbgY5ZQ65IQ4QIEoK6G/xT+OqGCKESallDhAgSgrpl/SnQ2ONyf72R0Pj/6nOlPcFQyxoiRJAQalmDhOrqLzl06JDmywjgxRdf1K1LrY1AW86rrQdQvQZmZWVhMplYsGCBrkwvvPACcXFx9U5XSkl4eDijR49m/vz5jZJmY9FYvZZQyxokXLp06VpnoVGQUmKz2Xz6proS3BdB3KiEWtYgobi4mOTkZJ5++mksFgvff/99nUbu1zMrVqxg7NixdO3alSlTpmj2zJ4L/OuD0+nkwIED9OzZk3vvvZeLFy+iKMoVpXk9ERLWIEFRFCoqKmjZsiVSSjp27Kg7rpouuntqMJlMmsuS+hDoQgW1FVMXDDidTi/fTZ52y+o1RqORr7/+WluOp+5X/6sG/qrzbE8rL8/FFup1x44dw2q10rdvX5+rjepbNtUZuroiytNPk7rw4ccgJKxBQpcuXdi4cSNPPvmktk8ds9rtdrZs2cK+ffv4/vvvuXz5MlFRUURFRdG7d29atmxJly6B3cdut5OUlERmZiZ79+7lnXfeYfv27Zof3ubNm5Oenk5OTg5paWm0bduWxMREnnzySRYtWgRA69atWbNmDf/zP//Dp59+yvnz54mJiWHAgAFMnjyZtLQ0YmNjNUfhjzzyiHb/t99+m379+tG8eXN+/etfa+t0W7Vqxbp163jllVf4v//7PwoLC4mKiiIzM5Obb76Ztm3bEhERQcuWLfnyyy95/PHHtTRfeOEF4uPjkVISHx9P3759Wb58OQsWLGDfvn2UlpZiNpuJj48nIyOD4cOHk5KSQmpqKtHR0TRr1oz+/ftrrlWnTZvGnDlz+Mtf/sKaNWsoKysjISGB0aNHM7C2FQBXSEhYg4QuXbqwc+dOn8f+/ve/exnEl5aWUlpaqlWwqQE62snIyKB9+/b86U9/4m9/+5vXuPLs2bOcPXuWDRs28OKLL5Kdne21DK+yspKJEydy6NAhbV9RURGff/45p0+f5osvvsBoNHq1cAC9e/cmKSlJa81ULl++zNixY7WVSODyDf31119TWlrKV199hdVq9QphoqL6Purduzd33303a9as0R232WxcvnyZ48eP89133/H+++/Ttm1bXcuqsnfvXnJycnS+os6cOcO7774LcNUENqRgChLUbqEnZ8+e1QnqoEGDmDx5MpMnT+b222+vtyf41q1bs3jxYl599VWtgiYmJvLwww9z7733auM/q9XK7373O44dO+aVr+LiYnJzc5kxYwaPPPKIznHcrl27NO+NvspTUlKirW915+LFi+Tl5TF16lQeeeQRnRZ869atHDhwAJvN5nONrhCC9PR0br31Vn7/+9/rBLVr1648/vjjTJ48WdtXVFTEL3/5S7/pHTp0CIPBwP3338/dd9+tG2Z89dVXPp9rYxBqWYOEL774wqem091/b1RUFO+88w4HDhzg4sWL2Gw27rvvvpqQHA8HdB9FUZg7d662HRERwRNPPMGECROIiopizJgxTJvmCl1ktVr5/e9/r3ParTJz5kwyMzOZMmUKDz74IIMHD6asrAyAuXPnMnnyZJ/TKdu2bSMmJsanE/GpU6fy3HPPERUVRZ8+fZg1axbgGld+/PHHpKen62LJqlitVrp27UphYSEff/yxtr9jx448+uij5OTkEBERQVpaGq/WrEI/fvw4r7zyCr/5zW80ty8qQgief/55pkyZosXuUcOInj17lurq6nqFAAmUUMsaJLhHanOnZcuWWitTUVHBiBEjeOONN9i2bRtVVVU4nc56+RlW3W+q9OzZk6ioKE6ePImUkiFDhmgxX8HlC9czXwaDgczMTBwOBwaDgebNm2vOxsBVoS9evOg3D77cwiiKwtChQ7VtX47J/YVzjIiIwG63s3v3bp0niwEDBqAoCsePH0dKyYwZM3TXuTt7d6ddu3Y6BZ+nXyV3h+aNSahlDXLCwsJ45pln+Otf/8qJEyc4d+6c5m1PZfjw4Tz1lLcrEl94+uFVvc+7dwcTEhK0sbBn4CpwufZUFEV3jWcrWpdvYE+io6N1muX6OCZXFAUpJaWlpbr9zZo1A35wv+MZe9bf3LanIYqnq5arFfs3JKxBjrqA/c9//jNNmzYlLy+PgoICDh06xIoVK3A4HKxdu5a0NLjnnrrT8/TDq3rPdx+XuTuW8zWHefnyZa8KW1Ski0tGVFT9PED4il0bKGoAKU+vhmVlZTqHdp4BsZo2bdrgvKhTafVxOVQXoW5wkOCvQlRVVXHTTTcxfPhwjh07RlhYGB06dGDChAmMHDlSO9dPj86LiIgIXXyevXv3UlFRofk/3rBhg9aqAl7zveBqhbdt20bz5s2x2WxcvHiRb775RjuelJRUq0FHQxyI13ZcFdZevXrphGfz5s3Y7XbatWuHEEI3ngVXnCN/LXZd1lc9evRgypQpnD59mqwsyMqCBx54wG/XOhBCLWuQ0KNHD7777jvdPtVYYMiQIaSlpZGZmUmzZs2wWCwUFRVpvngB6tOQPfjgg9rcZ1VVFS+99BL5+flUVVUxf/583f19eVwEV5gJm83G5s2bWbZsmaZcAvw6HgeX61F/kQwiIyNp3ry5zvhDJTw8nC5duvj0vGgymdiwYQODBw9m2rRpmr/io0eP8vrrr5Obm0t+fr4uzGdycrIu4py7cCqKQteuXXUGHO6YzWZSU1NxOp2aU/HGICSsQYK7Ukelffv2Wpye/Px8v3FXIiIiuO0276hvvjCZTNx2220cPnyY119/HXAphNTf7ufNnj3bZ5Ct+Ph4WrVq5VNL3LNnT55++mm/reCgQYP89iJycnL82v9269aN9PR0n1MtTqeT06dPs3v3bp5//nkKCgq0D9+BAwe08BcqLVq04I033iA+Pt6nw/KYmBhdC+3ZyqpjZF/HroSQsAYJhw4lUWNEpGGx3Erv3i4fuAcOwPffw8WLLh+2JhPEx7t84k6dWkWbNoHdZ9GiRYSHh/PLX/5SC5+4detWzp8/jxBCs2DKzs72KajgUv4sXryYl19+mcWLF+ssmGbPnq0TOE/hUkNZgLeixmq1aud7tqA2m00LT+FLYE0mE8ePH+fUqVPMnTuXNWvWsHjxYvbu3UtZWRkmk4mEhAR69epFVlYWbdq0obq62mfLqpoc+itDVVUVFouFpk2bapHsG4Ogdpj2U+DHXnyem/uGVgndBcJoNHpFMlBtdMeOHcujjz6qmRu2aNGC559/HvDtMN1fnast+l1Dj6nHPX/XVbaGyIVnSBe73Y7ZbKZjx18A/p/9T8rJ943MtfAzpVZUT02mZwV2OBxERkb6nKpQhdRXpa9NUXQ1jrkTaNmudKmdr8UGV0pIWEM0CCEEmZmZJCUleVVIdeWN54qbEFdGSFhD6KhPt7u83PWn/laR8izduj3i+6IQDSYkrCEahSefdP2FuHqEhDUEEPLBHAyELJhChAgSQsIaIkSQEBLWECGChJCwhggRJISENUSIIOG6MDcUQlQADV87FBzEAUV1nhXchMrYMFKllPF1nXS9TN0cCcQ2MpgRQmwPlTH4uZZlDHWDQ4QIEkLCGiJEkHC9COub1zoDPwKhMt4YXLMyXhcKphAhQtTN9dKyhggRog5CwhoiRJBwzYVVCDFWCHFECJEnhAjaRVZCiP8VQpwXQux329dCCLFSCHG05n/zmv1CCPFaTZn3CiF6X7ucB4YQorUQ4lshxCEhxAEhxK9q9t9IZQwXQmwVQuypKeNzNfvThBBbasq4QAhhrtkfVrOdV3O87VXNoOp641r8AQbge6AdYAb2AF2vZZ6uoCzDgN7Afrd9fwGerPn9JPDnmt/jgS8BAQwAtlzr/AdQvmSgd83vKCAX6HqDlVEATWt+m4AtNXlfCEyv2f8v4Jc1vx8C/lXzezqw4Krm7xo/nIHA127bTwFPXeuXdgXlaeshrEeA5JrfybiMPwDeAGb4Oi9Y/oBPgVE3ahmBJsBOoD8uiyVjzX6tzgJfAwNrfhtrzhNXK0/XuhvcEjjptn2qZt+NQqKUshCg5n9Czf6gLndNdy8DV8tzQ5VRCGEQQuwGzgMr+f/tnT1LA0EQhp8p/AJBESyEVAELG7EQsbC0Sp1aC/+AveBPsLO0FAvRIr0ftRaKCimMnSg2ktiKjMXOhlOCBMx52TgPHHs3u8W8xXvs7B27YebXVNV4olVWR1uj9beArwfh9JCizdppC7n/8C0pWd0iMg4cAZuq+vbT0A6xvteoqh+qugCUgCVgrtMwa/9UY9FmfQSyW82XgKeCcsmDFxGZAbA2nuiUpG4RGSIYdV9Vjy08UBojqtoEzgk166SIxP/oszraGq1/AnjNK6eizXoJzNpq2zChSK8VnFMvqQHx7LZ1Qp0X42u2YroMtOJUsl+RsJHuHlBX1Z1M1yBpnBaRSbsfA1aBOnAGVG3Yd41RexU4VStgc6EPCvkKYWXxAdgqOp9f6DgAnoF3wht3g1C/nAD31k7ZWAF2TfMtsFh0/l3oWyFM8W6Aa7sqA6ZxHrgyjXfAtsXLwAXQAA6BEYuP2nPD+st55ue/GzpOIhQ9DXYcp0vcrI6TCG5Wx0kEN6vjJIKb1XESwc3qOIngZnWcRPgE/m4SGmlR2UcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://apilsl.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"60bd7e3a616a469eb6674385aa410401\"\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/thumb/a/af/\" + \\\n",
    "    \"Atomist_quote_from_Democritus.png/338px-Atomist_quote_from_Democritus.png\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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